{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization with Seaborn"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Matplotlib has been at the core of scientific visualization in Python for decades, but even avid users will admit it often leaves much to be desired.\n",
    "There are several complaints about Matplotlib that often come up:\n",
    "\n",
    "- A common early complaint, which is now outdated: prior to version 2.0, Matplotlib's color and style defaults were at times poor and looked dated.\n",
    "- Matplotlib's API is relatively low-level. Doing sophisticated statistical visualization is possible, but often requires a *lot* of boilerplate code.\n",
    "- Matplotlib predated Pandas by more than a decade, and thus is not designed for use with Pandas `DataFrame` objects. In order to visualize data from a `DataFrame`, you must extract each `Series` and often concatenate them together into the right format. It would be nicer to have a plotting library that can intelligently use the `DataFrame` labels in a plot.\n",
    "\n",
    "An answer to these problems is [Seaborn](http://seaborn.pydata.org/). Seaborn provides an API on top of Matplotlib that offers sane choices for plot style and color defaults, defines simple high-level functions for common statistical plot types, and integrates with the functionality provided by Pandas.\n",
    "\n",
    "To be fair, the Matplotlib team has adapted to the changing landscape: it added the `plt.style` tools discussed in [Customizing Matplotlib: Configurations and Style Sheets](04.11-Settings-and-Stylesheets.ipynb), and Matplotlib is starting to handle Pandas data more seamlessly.\n",
    "But for all the reasons just discussed, Seaborn remains a useful add-on.\n",
    "\n",
    "By convention, Seaborn is often imported as `sns`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "sns.set()  # seaborn's method to set its chart style"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring Seaborn Plots\n",
    "\n",
    "The main idea of Seaborn is that it provides high-level commands to create a variety of plot types useful for statistical data exploration, and even some statistical model fitting.\n",
    "\n",
    "Let's take a look at a few of the datasets and plot types available in Seaborn. Note that all of the following *could* be done using raw Matplotlib commands (this is, in fact, what Seaborn does under the hood), but the Seaborn API is much more convenient."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histograms, KDE, and Densities\n",
    "\n",
    "Often in statistical data visualization, all you want is to plot histograms and joint distributions of variables.\n",
    "We have seen that this is relatively straightforward in Matplotlib (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.random.multivariate_normal([0, 0], [[5, 2], [2, 2]], size=2000)\n",
    "data = pd.DataFrame(data, columns=['x', 'y'])\n",
    "\n",
    "for col in 'xy':\n",
    "    plt.hist(data[col], density=True, alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Rather than just providing a histogram as a visual output, we can get a smooth estimate of the distribution using kernel density estimation (introduced in [Density and Contour Plots](04.04-Density-and-Contour-Plots.ipynb)), which Seaborn does with ``sns.kdeplot`` (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(data=data, shade=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we pass `x` and `y` columns to `kdeplot`, we instead get a two-dimensional visualization of the joint density (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(data=data, x='x', y='y');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see the joint distribution and the marginal distributions together using `sns.jointplot`, which we'll explore further later in this chapter."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pair Plots\n",
    "\n",
    "When you generalize joint plots to datasets of larger dimensions, you end up with *pair plots*. These are very useful for exploring correlations between multidimensional data, when you'd like to plot all pairs of values against each other.\n",
    "\n",
    "We'll demo this with the well-known Iris dataset, which lists measurements of petals and sepals of three Iris species:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris = sns.load_dataset(\"iris\")\n",
    "iris.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualizing the multidimensional relationships among the samples is as easy as calling ``sns.pairplot`` (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 806.85x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(iris, hue='species', height=2.5);"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Faceted Histograms\n",
    "\n",
    "Sometimes the best way to view data is via histograms of subsets, as shown in the following figure. Seaborn's `FacetGrid` makes this simple.\n",
    "We'll take a look at some data that shows the amount that restaurant staff receive in tips based on various indicator data:[^1]\n",
    "\n",
    "[^1]: The restaurant staff data used in this section divides employees into two sexes: female and male. Biological sex\n",
    "isn’t binary, but the following discussion and visualizations are limited by this data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips = sns.load_dataset('tips')\n",
    "tips.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x432 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips['tip_pct'] = 100 * tips['tip'] / tips['total_bill']\n",
    "\n",
    "grid = sns.FacetGrid(tips, row=\"sex\", col=\"time\", margin_titles=True)\n",
    "grid.map(plt.hist, \"tip_pct\", bins=np.linspace(0, 40, 15));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The faceted chart gives us some quick insights into the dataset: for example, we see that it contains far more data on male servers during the dinner hour than other categories, and typical tip amounts appear to range from approximately 10% to 20%, with some outliers on either end.\n",
    "\n",
    "### Categorical Plots\n",
    "\n",
    "Categorical plots can be useful for this kind of visualization as well. These allow you to view the distribution of a parameter within bins defined by any other parameter, as shown in the following figure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 436.35x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(style='ticks'):\n",
    "    g = sns.catplot(x=\"day\", y=\"total_bill\", hue=\"sex\", data=tips, kind=\"box\")\n",
    "    g.set_axis_labels(\"Day\", \"Total Bill\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Joint Distributions\n",
    "\n",
    "Similar to the pair plot we saw earlier, we can use `sns.jointplot` to show the joint distribution between different datasets, along with the associated marginal distributions (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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iCCRjRk0zjirJmw5My0F8lsF3UkqYtotMvr7gLfGHs7V24ixRszCEqK0owj+gRkLVD3SrpGC5MG1/tELY8N93qjWMdE1Fd0KZc9rrfLzi4DtdU5CI6lCKnbY9TyKds+HMMrm1GgJYkMF+RK3EEKK2VCrRpXO1D7wrKZXoTNtBRyxU1zYml+hGUoW6tgEUS3QpExFDhQQaKr2pioChKYiGWXqjxY/X79S2hBBNmQ5a79XUZIoimnLAz1tuw+/9KIpAlO/90BIRSAg98sgjuOKKK/C+970PX/3qV4NYAhERtYGWh9CBAwfw5S9/Gbfffjvuv/9+vPLKK3jsscdavQwiImoDLX9P6Oc//zkuvvhirFq1CgBw6623IhSqr15PRESLW8uvhPbv3w/XdfG7v/u7uOyyy/BP//RP6OjoaPUyiIjaWum9TNup/w7KxaDlIeS6Lp588knccsstuPvuu/Hiiy/i3nvvbfUyiIja2q3//CxuuP2JJf/5r5bvXU9PDzZv3ozu7m6Ew2FceOGFeOGFF1q9DCIiagMtD6Hzzz8fjz/+OFKpFFzXxS9/+UucdtpprV4GERG1gZbfmHD66afj937v93DNNdfAtm2ce+65uPLKK1u9DCIiagOBdEy46qqrcNVVVwXxo2kRcT2JfJ3tciaLGM35Ne+MG7AsF9mCg6CGJAgBRAyVc4toyWDbHmo7UkrkTAe5BgPI0BTEowYUUXvfuEpURUE4JBBqsMt2vRppykrUrhhC1FYs20U65w+pq5ffBFWHrs3sXN0oIQSEABJRHRFXRTpnw62zy3a1NFUUx1MIhg8tOQwhaguuJ5HJWbAa/ExENKQhOs8Mn2YQQkArDsLLF6/amh1FQqChLuBEiwFDiAIlpWxoVELJ5FEJrTpYl35OJKQ1PAhvupCuIh5l6Y2WPoYQBUZKfwBdo+WsWFhDJBTcTJ1SiS4W1mDZbsNXRMmYP6BOYfjQMrC0P4pLba8Z76fomtoWVwuy+L9G6SoDiJaPqkNoYmICmUxmIddCtOgxOohqM28I7d27F1deeSU2b96Mc845Bx/96EfR39/firUREdESN28IfeELX8CHPvQh7NixA88//zwuuugifPGLX2zF2oiIaImbN4Ty+Tyuvvpq6LoOwzBw7bXXYnh4uBVrIyKiJW7eu+PWr1+PZ599FmeeeSYAYNeuXVi3bt2CL4yIaDn704+ehXXr1sF2vJrGOdT6/UGbN4QGBwdx7bXX4qSTToKmaXjllVfQ29uLSy+9FABw//33L/giiYiWm1vu2o5Ycn/N/+7rf3juAqxm4cwbQtddd10r1kFERMvQrCG0Z88ebNq0CbFYrOLXOQOIiIgaNWsIffOb38Tf/u3f4kMf+hBWr14NOamhZD6fx5NPPtmSBbYLKWVbfCCSFk4znuOgRjxM106/r1wLzWXWELr55psxPj6OTZs24Xvf+175ybNtG9dcc00r1xioyeHLX+Dm8jwJRfhdExp5XE3LgabqAOrrsyalxNGnuZG1yPK2FKX+/bFsFyGj/i4QnuevAwJNG2NRL8+T8KT/PDfymDSKr+P2NWsIfe5zn8MTTzwBIQQ2b95c/ntVVfHe9763JYsLmpQStuMhnbchpWRH4yYpHZgOD2eRztkwdAWJqAFR5wEzb7mwHM8fd6CippY3nieRLdg4PJyFlMDK7iiSsdrW4noeLNvDzv1jSGUtdCdD6OuK1r0/6byNgu3W3JBVSv9xHRzNYe+hFHRNwYkbOpGMGVCV1t4t5XkSnifRP5xFJm+jI2Zg1YoohCJa3pJISgnTdpHJ2wCAeERHSG+PVk80RwjdcccdAPwPq37jG99o2YLagf9ixozRApm8jbzlIBk1oCoMolqVrhJGUwUMjefLVx+W7WFkooBYpP5GpK4nMZ4xq+4+7XkSruehfyg7pYN3/3AWo6kC1vbGoGvqnGfvUvoH2r39KfQPZ8t/P5oyMZG1sHpFFPGIUdcVgO14GE2ZiIQ0xKoYTeG6HvKmg537x8r741ouXnh9BN3JME7a0AlNVRb8aqT0HI9M5DE8USg/xxNZC+mcjb7uCDrjoboDuta1eJ5EOmfDdo++jtM5G3nVRTKqQ+GMpsDNe3fccgqg0iV7ruAgZ1YeLeC6fufnkKEizimXVfM8iYLloH84C8uuPDMom3dQMF0kYjo0tb6BdKbtwkq5s161lg6SQ+N5jEwUKm6jYLnYcyiFzkQIK7ujFUtarudhdKKA3QcnYFeYgeS6EgePZBENm1jTE6s7APKmA9NyEY/qMCoM6StdVe4+MI4jY/mK2xhNFfDUywPYsCqBdX3xBRt34Xn+WI7+4WzFx8STEgMjOYylTKzpjSGkzx3y9Sq9jrN5G3mr8mgNx/UwmjYRKU6rBfg6DgpHORRNLr15VXR2Ni0Xlj31YAfwF3my0gF/cultPq4nMZ62jl7R1HHGLGXlq9ajpbccHHf+4XnjaRPprIVV3VEkiiU6T0pYtofX9o9hImvNu41cwcHrBycaKtF5UiKVtabMTPL/HhgczWJvfwquO/fvrCeBfYfTGBjJ4aSNnUhEDKhq4yW6yc9x/1C2XPKai2m7eKM/hY54sUQnRNNO5qSUsIqlt2oatOct1y99RnQYLNEFYtmHkJQSjushV3BqnupZOtgVLAcdMb/EQEcVLBe5go0jY0dLb9UybRfWhItEzICh13dVVLpqNTQFuqZgaDyPbL624XmuJ3FoOItIuoDuZBhD43kcGsrO/w+nGU2ZSGUtbFiZqPumg1KJTlMVCACvH5pAtoqD/mQFy8WO3SNYkQzjtOO6Gz7oFiz/gD88XvtzPJHxS3Tr+mKIhfWG1lEqr2bzzpTSWzWkBFI5G7rqoiNuAODJZCst+xACgPHM/Ge0c3FcvySitfjN33Y3NJav6sx4NhJ+GBl6Y49rwXLrCo7J8qaLF/aMVHWVPBvHlcjkbYRDjb3sJjImDgymqzrTn81IqgCJxkdPDI7mkGtgKq7nSaSzNqJhvaG1SCkbfh3brtfwnY1UOx41iYgoMAwhIiIKDEOIiIgCwxAiIqLA8MYEIqI2VJonVKvFNk9o8ayUiGgZueWu7bjh9idq/neLKYAAhhAREQWIIURERIFhCAFIRg1oDbQwURQBRUxtF7+Y2Y6HiYwJ067cd6ta3R1hrOgIN7QNowmlhXTOwkTGrNjPrOp16ApO2diFld2RurehKALRiNbw74muKVjTG2uo7NIRMxr+oKrreQjpKiIhdf5vnoUQQCzS2AdV/Q35r2NVrX9LKj+kGohlf2OCEAIhQ4WhK+V277UcI6JhDdEGPwHfLjzP/0R/KXwsx4Ku+v3K6ukzFis+Nt3J0Ixu1fPRNQWJWG2jDKazbBf9w1nkTQdSAlbGRFj3G1ZW+6l4IYC+rgi6EmEIAXQlQljXG5/SrboapT5pzWgeaugqdE1BPGLM6FY9H11TcMK6DnR3hOteh5QSOdNBruBA0xTEVB2RkOZ3q64h6OMRHWt6Y03pUKAqChRdwtBDKFgusoXqX8cCfhBO7gFJrbM0jp5NIIRASFcR0tViP7i5rwIMrbEZOO1ESr/DdTbvzJgMahe7DUdDGqLh2sYsCCEgBKAoKtavTJTn9jhzNNtUBBCP1t8vDvDDdGg8j9HUzINzwXZh2i5iEQ1hY+79SUR1rO6JQRGifKBUVYFYRMcZJ/X5zUMPpeDO0T8npKtY2xuD0eSO0aXHdkVnBF3JcFXNQ9f2xnDs6mRD4wss20U6Z01pGSSEgKoKdMQN/0QuN3cA6JqCNT0xREJa0x8TAAgbR1/H813Nh/RiN/wl8DperBhCk5R+CWORo2d207stK4pAIqJDr9BWfzGyHQ/pnDXngRQAcqaDvOUgETUQ0ms/Y1QUgXhEx/HrOmcdoxAJaYhF5p+dM5d0zkL/UBbelGmpU0n4YyPypotE1JhR1jJ0/yAZNiofJIUQUAWwqjuGvs4odh+cOUZBEaIls3MUIaCoAuv64rOOUUjGDJy8sQuGrtQ93M715Iz5WtOVT+Q6iidypjvt60BPRxgrOiIL+piUAjoe1RFxtYq/36oikIga0FTOEwoaQ6iC0gu7s3RmVyzRTS69LfZf3Omlt2pIiaMjBSK1l+hKB4fezgi6kyEcGsoiV3AWpPQ2777g6CC8UolOVUVxbeGqDpKK4l8hnbihE+v6/BJdruCUp4i2cmCaoghEwxo2re0ol+g09Wjprd7wmVx6q0Zpf+MRHdGQhlTWP5GLR/yrSlURLWsQqggBofol1ILlljuOx8I6wiFOSG4XDKE5lM7sDF0FJJbMJbtpO0hn7Rmlt2rZjoexjInuRLiuA4p/8Faxvi+OsYwJz5MNPa6jqQIGR3M1jxIoKdguNE3g9I295WCphaooiEd0nHFiD4YnChBo3YF2ssklulXdMXTEjYbGabueh/G0Ba+OB7ZUoutMGIhH9FmvKhfa9BIdBDiIss0whOZRGrgl0diBsp1Ytld3AJXoqtLw/CRFEZCy8QPCeNqsO4BKOuNhKGr9B2x/H0TdVxzNpAj/LrxGh9Y5jqwrgKavpd6R7c1UCmgpl87reKkI/hWzSPAXd6alcUN6c/G3pL3xddx+GEJERBQYhhAREQWGIURERIHhjQlERG2oNMqh0dEM7T7agSFERNSGbrlrO2LJ/Q1v5+t/eG4TVrNw2jceiYhoyWMIERFRYBhCLdQuox6ator22B0iWsQYQi1SCqCgg0hKCa0J7VNM24EnJTyv/hk9peawbgPbAPyWLI1+BjFnOpBSNvT8+J012oPjNrYvANCM5g8SaLibBS1tDKEFVjqwZfM2RlIFFCy34YNdI2txPYlCA8PqXNdD3nTwr4/uxVfueBq7DozDqnF7nifhuB5e3DOCH//HXrx+YByu69X9mKzuiWFNT6zYMLSuTWA0VcDzu4aRLTg1h6KUfnubnFn9fKHZhHUV3YkQYuH67xnSVFEM5vrnBXlec/YnGtIaPkGgpY13xy0gKSWsYhfuUid5f1aRPxJBVVrTRkRKCQkgk6uta/b0bTiuxHOvHcEj2w/Csv0D9V//y4s49ZhuXHPRiYiGNeja3GMebMfD8Hgej2w/iFTWAgC8uGcUb/SncfYpfehMhGqeciuEQEc8hHjUwJGxXN295DJ5G9t3HsHK7iiOX9cxZY5QJaXQrGcY4nSl0QKlW2mjqoKQoc07PmEyIfzu1SG9vgAq7U8tXbNno2vFYYht0EuP2htDaAGUziTTORu2O/MA4rgSY2kTYUMtjzZeiDAqHVRqnTQ5ne24GBrL477/2Ivh8ZlzgF7ZN4o/++5T2PL2Dbjw7PXQVAFl2sHHcT3YjodfPHsQ+w6nZ2wjk7fxi2cPYU1PDGed3AdNq70ZqKoIrF4RQ1fCn+Rq2m5d+zw4msPIRB7Hre1AX1ek4oiJ0lVlOmfNOaRvPv5Uz8oD9lTFD1d/kJw9ZzPR0u9SvQ1YPelfnWZy9ryzpeZSGkpYz8wpWp4YQk1UOuhnCzby5vxXHAWrOOUzPHW0cDMCqRkHyVJwPLhtH17eOzrP90o8uG0//vOlAVxz0Uk4dnUShq4W3zeSePH1YTyz88i8a+kfzmJw2z6cdlw3Nq3tqGsmT9jQcOyaJCYyFgZGc8XyZ02bgONK7HpzHP1DWZy8sQvhkApVUcpXldkqpu/OpzTVc74RB4auojupVLxC0dTScLb65wVJCaTzVvnqtl71TN8lYgg1iScl7Gmlt2pIebREl4wZdZ/JltdR/OGZgg2zgYOkabl44fVhPPzMgZoOTqMpE7f98AWcdmw3rrnoJGTzNh7dfhATxdJbNVxP4oXXR7D3UArvfOtqJKJ6zQc2IQQ6EyEkYgYGRnKYyJg1/fuSTN7GMzuPYFV3FMev74DteA2V3oTwxxtUmug6978TxZMVv0Rnu1755KXuMehSIt9g6U3gaBA2OjqClieGUJOMp82GyhiOK1EwXUQbeEMa8A/gExmz4bu0/uKfn5sxJroWL78xir+77yXEInrd28jkbezcP4azTuqFqtZ3oFUVgZXdEaSyjc0cGhjNIR7V/QGHDfCvFup/TEolumaoNGK9VsmY0fBjQstbYKcuN998M66//vqgfjwREbWBQELoySefxL333hvEjyYiojbS8hAaHx/Hrbfeij/4gz9o9Y8mIqI20/IQ+tKXvoTPfvazSCaTrf7RRETUZlp6Y8IPf/hDrF69Gps3b8Y999zTyh9NRLSolOYJNYrzhCZ58MEHMTQ0hMsvvxwTExPI5XL4+te/jhtuuKGVyyAianuNzhMqzRFq5wACWhxCd955Z/m/77nnHjz99NMMICKiZay9I5KIiJa0wELoiiuuwE033RTUj2+6sKFCq/MDlSW246JgOQ112HZcr+EPquYKDkK6CrWBkQ+lZpqNlgImMiZeeWO0oQ8CZ3IWjozmyqMj6qEqAvGI3vBz3MhjWpIr2Bgez5e7Y9QrGtLmbRk0n0b/fbM4rods3m74MaHWY8eEJomENERCWkMdlW1Xws47yJtuzW1dPE8ik6+/S3ZpGy/tHcFTLw0iGtYQNlTkTQfZGtu6dMYNnLyxC7rmz/lxXA+p7NwNOKdzXb89zvB4Hvv6U9ixexgXnL0Oa3rjVW/DcT288sYoXj84ASklRiYK6O2KoDsZrqnVTV9XBMev64SqCgjU1xC23NpGEZBS1tVqx3E9DIzkkM5ZgPQ7HqzuidXV1ggAomG/11uu4NQ8tqHUJVsR9e9PM3jFMSmlPn5505m1ISy1J4ZQk5R+4UO6CkNXG2pw6XoS4xkTYb3YGXmecQIFy0E27zR0BTQwksUjzxxENu+UrxiEEIgW+5WlqxgpYOgKTlzfhc5EaMoZv67N3oCz0v7kCv73CeH31nNcvyP5vz2xD+tWJvDut62Zsx2QlBL9w1ls33kErivLZ8cSwNBYHmNpE2t64vO2SIqGNZy8sQvRkDalL1rYUBEyVD/053mOhcCUBrX1jlgYTRVwZCw/JfhcT+LQUAZhQ8Oa3ljNnatLa4mGNYRDqt/1fZ7nWBHCb1+kKYEe5KWUFU/4JIBMnSdyFAyGUJMJ4Z8txyM6IiGtoS7WBbvYZTtSuVGl7XhI56yGSlW5goMndvTjjcMpuLOsU1EEkjEDrisxkbNmlDwEgHV9cWxcnZh1/EKpAWfE0JDKWRUPdqWRBUen0E79uuNKvHk4hX8aTOPsU1fircf3zChvpXMWtr96BGOz9PLzJGDZHvYPpJCMGVjZHZ3RgVpVBI5dncSqnhgUMTM4Ss9xIqIjOsdzHDL8LtmNjOrIFRz0D2Vgu17FKy8p/bP/vYcm0J0Mo7czUnOJTAgBVQh0xAxYjj/OodJVa6lLdunfBMVxvXlfV6UTuWo7lVNwGEILRAgBVQE646GGSnT+mZ2NvOl32dZUpTmlNynx8p4R/OdLg5DSw3xvlwghoGkC3YnQlBJdR7H0ZmhqVS90RfEPdpNLdKXSm23P/36WJwHPlXjmlUG8vGcEF5y9Hmt6Y+XS256DE/CqGN0gJZDKWkhnLfR1RdGVDEEIgd7OCE5Y3wlVmXugXekxKT3Hk0t0k0tv9R6sJ5feqvm9kdKfDjueNrGmJ4Z4nZ3HDU1BdzI0pUQ3ufQWZPhML71Vw7RdWLbLEl0bYwgtoMklOl1TMJ42axrzMJnr+YPwNFXAdWVDpbfRVAEPPbkf2bxd81VaqUQXCWlY3RNFRzxc85vtQohyie7wcBbjGcsvvdWwjaMlujewpicGV0q4rqzpqlBK/2ceGcuhYDu4ePMxiEf0mkYSlJ7jUonOdlwYWv2lNwAYTxcwMJKr+XdFSsCVEgeHMuiIGVjdE6sriICjJTrPk9DUYEtvgB8m1QbydKUSnWl56Igbge8LTcUQagFRfHOjGTfuNDLFs+SlPSOYyFQ/36eSRNRAZzzccJljvLiOem8IdFyJdN6ue6gb4F9dbViZRCJq1L0/pRKdodU/36dkYDTf0O+KlPAn9jawjlKJThHB3XQwWbbB8elA+39oc7nis7IMNfpiLgv+2ASgbZYBINj3ShbCUtsfaj8MISIiCgxDiIiIAsMQIiKiwPDGBCKiNtToKIcgRjjU8zMZQkREbajRUQ5BKI2PqAXLcUREFBiGEBERBYYhREREgWEItYhoo49UGrpAbU1yZnJct6G5RwCKIwAa2gQAv6VRo9uxbKemUROVSCnL/2tkG82YOeS6ja0D8Ed7NOM5bvQxAfzu3Y1q9PmlhcEQahFFEeiaNuKgVmqxm3WtLftLHMdFNmfi6edew+49b8J1XdQeRhKu6+LVna/j3gceRTqTK26n9rX0HxnDjpd2YnwiBderfeCcpgpEQxrectwKrC12vK6VEP7/xtImdh8Yh+N4NQ9Gk9IfFzGRsbB/IA3LdusaruZ5EgXLbeh0RQj/90Rr4K6o0v6MTORx8EimrsektB3L9jCeMf1hiw2EQDJulMdh1EMADQ8kpIXBu+NaSFMVdCWKHZfzdtWHfwFM6QIc0tWaxjhIKWHbLh59eje+f/+vkDdtAMDg0ChOPuEYdHV2VNW003VdpNMpPP/8DmSzWQDA3/3jvXj7mafh7Wf9GrQq+qa5rgfTsvHwtpew/9AQAGB4NIUV3Z045YRjoevzdzoWwj8zPnljF07c0FXu97a6J4bX3hxDNu9U9bgIASSiOlatiEFTFRwZy2NkooDj1iaxsrvyGIfpPE/CdlwcGsqWuzvvOZRCZyKEld3R6rYhJaQnMTCSw0S2/p5+QgBdiTD6umof51BeiyeRNx30D2fL4zYy+XH0dISxoiNSDO25ty2lhCfllPlE4xkLhq4gETGq2sZ0ivA7k0dCHtJZC04NochxDu2NIdRiQghEQhpCuopsYf629LO9gHTND7R8cVDcbC9J03LQf2QCt33/Mbx5eGzK1yzbxguv7EZnMoFTTzoOhqFDqTAPSHoebMfBiy++iIGBgSlf8zwPTz7zIl7auQfvu2Az1q7pg67N/LWSxZENz7+6D7/asWfGlc/I6Di2/ep5HLthLdatWTVrKKqKQF9XBGec1DdjKF00rONtJ/RieLyAXQfG4HmVSzCK8E8I1vTGEA1PHY7nehK7D0ygfziLkzd2I2KoFdciiw1pB0dzGE+bM74+njaRzlpY2R1FMlb5wCuLIyfGMyaOjObrLhcJAX+wXU8MoTqvFrzi1U//UBaZvD1tncDQeAHjGQtremKIzDIWvHSlky04yFeY1GrZHkbsAmJhfwqxv/bagkFTFXRWeSKnKoKD7RYBhlBAlOILJGJ4SFW4oqnmBTR58un0+UKO4w/Eu+NftuGX2/fMuZbxVBpPPvMC1q9ZiWM3ri0edP33jVzXw5tv7sdrr+2as+yWzuTwwx8/jGPWr8b7f+OdCIdD0FS1vJbB4Qk8vO1FpDL5WbfheRJ79h1E/8AQTj3xOMQTsfKQPFURMHQFZ5+yEiu7o3M+Jv4I7xDeOJzC4eFsuSO1KP5fNSO+s3kH23cewcpuf7S3Ivz5QqXgSGUtDI7m5rzicj1/wutoqoC1vXHomlI+eHuehGW7ODScnXc66+z76l8hNDLiu7Q/I6kChsfzcza3tR0P+wfSiEd0rOmNQVFE+b0aKeWcA/EmyxYcFCwXiahe15iI8omcUXmCsYA/iiIS4vygxYAhFDBNK5Xo/BHdAGoewFWafGo7HsYzBbiuxKNP78ZdP34auYI9/wbgH0TePDSAgSMjOOXEY9Dd1YmJiQk8//zz5dJbNfYdOIy/+4d78fazfg1vP+vXYNkOHnnyJew7OFT1NvIFE9tfeBU93Z047eRN0HUNJx/ThZMmld7mo6oKjl/X6Zfo9o8hnbOPlt5qODMeHM1jeKKATWuSWLUiBsv2cGgoU9NgtYLlYs+hiXKJDlJiYDTX8DiNrkQIfV3RustMpVHqk0tv1cjkbew+MI6ezgh6OsIzSm/V8CefFkt0UaOu6bOTS3SprH8ix9Lb4sMQagP+mZ1/RSNR/51AuqZgZCyNP7/9pzg8lKprG5ZtY8fLu+GZaZhmoa5tuJ6Hbb96Aa+8fhiOVOq66QAAhkfHUciM4pKLzkIsatS1jVhYx+nH92BwLF93WcZ1JXYdmMB4xoSU9R/cxtMmUhkTEo2N04iEVKzpjdd9g0rJ7gPjdc+nkhIYGsvDdVyoWv3rsGwP2byNeESf/5tnUXqv1ZNoyp2F1FoslrYRIURTbkVNZeoLj8lMc+b7HDVvw7LrDqDJjAYPtv4k18Z/1ZsxUNCTjc9zEkI0NMSvpFn70w78UesMoMWIIURERIFhCBERUWAYQkREFBjemEBE1IYanScUBM4TIiJaIhZqnlA9M3+qVc8NQCzHERFRYBhCREQUGIZQG8nmbWRy1XU4mE0mb8FrwtOqaPV/eLBk3eoV6EzO3mKnGh2JMHS9sf1RBNCdDDW0DcD/vFKjH+MKGWrDHzJVleYMBolH9Ib3x9CVhj/b5klZU7cFWlr4nlAbcBwPe/oncGQ0B8DvbbZpbQf0Gj6J7noefvLE67jzRzug6FFE1RDyuQykV19fslA06fcDy6fhObW1l+lMxnDVJefh2A2rAAg8+fzreOypnXDc6g80hq7iqovehq3n/Rp0TYVle8jkrJo/HJmMGVi1Igoh/E/n79w/hlSNnapDhoq1vbHyh2azufkbz06nKqLczBSov2lpd9Jv1dOMlmjrVsZnbVo6H11Tys1MhZi9aWk1LNuDZR/tss2WO8sLQyhAsthDbM/BiXJXZgA4MpbH8Lg/UmD1iti8PbVe2z+Cv/jekxgezxUPjgJC0RCJdcBzLBTyWVQzN0gRkz8BL/yxEdEkpOfCzKXmDTRVUXD+uW/De859GzRVKXfkfueZx+PM0zbivp8/i937Buddx1mnrcd/u/rXEQ3r0HX/V9TQFXR3hJHNV3ewM3QFa3riCBtq+aAWCSl46/ErMDpRwO6DE/OefStCYOWKCDpioSldsONRHZGw5o8UqKLrQKWxDp2JEDpiRtU95CIhDWt7Y8XHtTkHaUUIKKrAur74jPENsxECFcc6+J2x1Zp7yE02vcs2m48uDwyhgGRyNna+OYq8OXMAmpSAKyX2HErh0FAWJ2/sQqJC77SJjIn/fc+zeGLHAVj2zIAQQkAzQohqOsx8Fu48VzSVD6cCiqIhFOuCZ+dhFSo3Mz3h2LX4zcveg1g0BG3aKAdNVRGPqviti8/BwYEx3Pfvz2I8lZuxjb4VCfzhh38dx2/oRciYuo3ywS6iIRJWkc5WPtgJAfR1RdCVCFccn6AqCno6/S7ae/tT6B+uvD8dcQOruv3moNO34bfNEehMhGBaLjJ5u2IrnnDxCkrX1BnBoQgBqAKrV8TQnQyjfyg7pQv60fUKrO6JIr6AVwiKIhANa9i0tgMjE37D1kr7U+6eXewoPpkQAqoQ6IgZ/lVrvvar1pJswUHecpGM6jVVA2hxYgi1mON62HtoAoOjuXlfpJ7ndzl+ftdQsUTXCV3zG4L+dNse/J8fPQ/H9eY885QSEEJBOBqH9NyKJToh/O+brTIkUTzwhqJQ9PCUEl1HIoarLn03jt2wGoY+96+Trms4Zl0P/vtHfwPbntuN/3j6NTiuB0NXceWWUulNqTjT6Ohaiwe7uDGjRJeI6ljdU/kgOWMbqsBxa5NY1xefUqIL6UdLb/Md9IUQCBkqDEOdUqKbXHqbb4CbogiEDRXHrknOKNF1JUNYWSy9LfRVgRACQgArOiLoKoZiqUSnawpW98QQnWWO0PTtGLqCbj3cUInOm9xlmyW6JY0h1EIDI1m8fmgCnidramLpyaMlOk2R+PsfP4+hsWyN70scLdE5dgGOeTQEq11LKdBC0SQgXWw+/Rhc8K4zoFcxUbW8CiGg6yrOPesEnHXaMXhp1wFc8RtvRTRi1NSotHyw6wjDtFys6AgjbMx/kJxMVZRyiW5kooCJjInktNJbNesQOFqiEwB6u6qbqDplG+JoiW5kooDORKippbdqKYqAAr9ElzMdmJYz61XlbKaX6CYy1U0ArqRUoovXON6EFg+GUIuYtotdB8br7qBcKtHd/n+fwkSm/g7XQghIz2uw+7HAsRtW48J3nVF+z6ZWmqoiHlPxXz94Tt0HltK/W9kdha7VPhytRFWU4p1i9R/g/LHr/kiBerdTKtH1dkUCP9gqikAsrCEWrv/AL4SAAtQdQJOVBiTS0sNbtFtEStmUA4vbhPb7zTi8qYpSxa0O82vGY+JfSbTHGXK7PCbN0IzHtVmTHlpRkqRgMISIiCgwDCEiIgoMQ4iIiALDGxOIiNrQQo1yqGfcwkL+LIYQEVEbWqhRDq1UzdgIluOIiCgwDCEiIgoMQ4iIiALDEKqClBKy3lYHk7fThE+OK6pAox8B9KTX8Dak5zU8RwZAcx7XJj0/zVgHP045VbMeD7+3YfDPMTUfQ2geUkpYtou86dR9sLMdF5mcjf7hLBzHq2sbjmMjm0lhdOe/ITN6qOYZPz4J17Ex8uYLGD/8Gjy3vgF6hq5CVfxO0o16czAN2/FqnqsD+M+N43r41auDGBjJ1TVCoPScNpqnnieRMx3sPZSC43ozOqMvV0KIciPXurcBwHHrm4tF7Y93x81CSgnPk/58lOIwtoLlIhHVoarVTZN0PQ+OK/Hzp97Ec7uGICWw5+AEjlubxMoVMahVNKeUUsIyTfz7Q/fif/3F/0QmkwIgsP7U83DKr18LTTcAMX9fLc+1kBsfwMu/vAu5CX+mT7x7HTad/UEYkQSEMv+vgqGrCBkaPnLp2/GWE9dCCAHXk8jkLVh2fTNksnkHrx8YR0/nzBk1c3FcD4OjOTz32hAKlosXXh/BMauTeM+Za6FrCjR1/vMrKSVcTyKdq24u0Gzb8KTEwMjRuUADo1kct7YDfTU2Ml2qQroKIxlGtmAjb9YWJiFdRTyis4v2EsYQmqZ0lVLpBeNOay8/2wGzdIa+c/8YHnryzSnt7F1PYveBCRwayuKUY7oQCeuzhlGhkEf/gf34+v/4DF7f9crkn4ADr/wCA3t+hVPffS1WHf8OqJqOisUP6cK2TOz6z7txZN9zU76UGT2IHT+7DSuPOxvrTrtw1m0oQkBVFbznnJNw8Xm/NmVkg6oIdMRCsGwX6Zzll00q7s3sJICh8QLGMxZW90QRDc1+0HFdDwXLxa9eHcTweGHK1/YdTuGuh9I4+5Q+vGVTj98RepbnR8Ifp17rhNQp25DARNbE4Gh+ypWP40rsenMc/cVZUOGQCnWO8RTLgRAC8YiBsOFVFfqqIpDgPKFlgSE0San0lsnbc3aZnj4BEjgaRrbjIpW1cN9je3FoqPLANADIFRxs3zmEvq4ITljfCVU92izScWyYhQL+6pYv4acP/Mus5TvbzGLHz/8G+3b8FG/b8oeIJHqhaKXhdxKe42Bgz3/i9Wfuh+vM1nlbYnDvrzBy8GUcd8ZWJFceD0XVy181dA0bVnfho5e/A33diVn3x9BVdCfDyJkOcoX6ZsjYjoc3BzL+8LSeGBT1aIiUrlpeeWMUu+foRu64Ev/50iBe3TeGC85ahxUdkfKH5UqPo2nPPoiuGp4nYTku+ofmHqeRydt4ZucRrOqOYtO6jnnnHC0HmqqgMx6CZXtI562KzwEnqy4vyz6ESgem6aW3amQLTrlEpxRLU//+qwPYvvNI1Qe4I2N5jEz4o7z7uiJwHQuP/OzH+Ov//yvIpCeq2sbEkTfw2F3XYf1p5+OUd30EQlGRTw36pbfxgaq24Vg57Hrqh4h3r8emsz+AaKIbkbCBay49B6eftK6qA4IQArGwjrChNVSiy+Rt7D44Xh4j7UmJI6M5PFssvVVjImPh3sf24tg1SZx3xlqEdBWe9J9jp4bneLJS6W1wJIfxKkZylwyM5jA8kcemYoluuXeELg8D1KeW6Fh6W56WfQgBwETWqutNbeBoie7x5w9hz6FUXVcBpRLdfT/8Hn71i3/FG6/vrGMlEgdefgSDe59Fz4ZTMXZ4dx3bADKjB7Dj57fhf9/1IE47cf2801IrKZXoxtKFBt5r8Ut0bw5kkMpZGJkozP+PKnijP4Ujozlc8uvHNjwG41Bx2mg9Nx04rsRrb45DAli9ItbQOpaKUokuYvjzrVrVSobaC591oO4AmuzQULbuMlTJ8PAI9u15raFt2GYG4wP1BVCZlDj52JV1BdBkzbiF27RdjKXrH+IH+AFg1fnez2R502n4rrdm/K4tNaqqMICWsUCuhG677Tb85Cc/AQCcd955uO6664JYBhERBazlpx/btm3D448/jnvvvRf33XcfXn75Zfz85z9v9TKIiKgNtPxKqLe3F9dffz0Mw7+La9OmTejv72/1MoiIqA20PIROOOGE8n/v27cPDz74IH7wgx+0ehlERG1toeYJtVJbzxPavXs3PvnJT+Lzn/88jjnmmKCWQUTUlloxT6iaeT+NqOaGk0BuSdm+fTt+53d+B5/73OfwwQ9+MIglEBFRG2j5ldDhw4fxqU99Crfeeis2b97c6h9PRERtpOUhdMcdd8A0Tdx0003lv7v66qvx4Q9/uNVLKVME5mzTU902Gv9MjOs6gFAAWf9nWhRFRUfXCoyPjjS0Fq/YOr+RT/Y343PviiIQ0tUp/feComtKw5/zWcaNEogqankI3Xjjjbjxxhtb/WPn1J0Mw3I8ZHJ2zSMFHNfD3kMp9HZF0JUM1fWhVel5eOnZ/8ArL/wKnatOQG5iEGZ2rKZtAMBJp52JT19/C3r61uCJx36Kf7rzO8hl0zVtY0VPLz7zJ/8DWQuwPBOJqFFVR+pKEjEDcQmk62zh09MRxuZfWwVFEXhu1xCefW2o5g+LJmMGzjl1ZUOtYIQAYmEdZ5/ch7zp4rX9Y0jlah+lsaYnhrU98YbDnWgpWfZte0oHA0NT0J0MIVtwqjrrllJicDSH1w9OQHr+QUXXVGxYmUC2YOPwcLaqljWD/fvw83u/i9T4MFzHhhAK4p2rEUn0ID1yEK6dn3cbyc5u/P4f/RnOePv5CIXCAIBz33MRzt58Hu767rfxxC9+Mu8MI1XVcOXV1+LD1/4+DMOAEAKOKzGWNhE2VMQies1Xe0IICAEkowYc10MqV13Lm0hIxUkbuhCP+GMzAOCME3tx6jHdeHT7QRw4kpl3G5oq8JZNK3DM6iQURdR90C/tuyjuTySk4q0nrMDIRAGvH5yo6sooGTVw0sYuhAyFfdGIpln2IVRSOkj5HXxVv5npLAeYbN7Gzn1jyFVo46IoAomogdg6HUfGcxidqNxyppDL4PGf3Y3XXvxPOM7U4XISgKLqSPZuhGtmkR7rh/RmlugURcGWyz6Cj/zen8AwDCjqpBELqoZoNI7f+eSf4OLLP4y/+fZX8Oa+yu183vq2s/G5L3wFnZ3dMEKhGV83LRem7SIe0RHS1ZoP6KWA7k4oc3bZVoTAxtUJrO2NQRFTg0NTFWgRBRe9YyMGRrL4xbOHkMlXHsq3fmUcZ5zYC02t/6Cvqf7zqE4LMCEEVCHQ0xnBimQYe/pTODxcuVu6rik4fl0HVnSEl/0oB6LZMISmKR1kOmLGjBKd43p4oz+FgeHsvO8hKYrAyq4oupNh9B/JIle8upKeh5ef+yV++dMfwPPcGQE0dS0KjGgSnaHYjBLdiae+DZ++/hZ096yCUbz6qcQIhbF2w3H40s1/hyf/46f45ztvQy7nX0l0r+jFZz73RbztrLeXr6AqkcX/y+Rs5FWn7hKdEALRkIaIoSGds2BNCvkVHWGcuL4TmiqgzHHA1jUFa3vjuPq9J+K5XUfw3K7h8olAMmbgv5zSh0Ss/hJiqfQWNtTymitRhABUgU1rk1jXG8PO/WNI544+l6t7Yti0Jgkxy0wjIvIxhGYhhCiX6DJ5G/sH0nj9wDg8T1Z9E4O/DRUbVvkluudeeBk//dfvYmJsCLZVXVNOz5OTSnQrACeL//rfPo+zN184Z/jMWIcRwrve8378l80X4Pv/59tY2deLj/zOJ/0rKKW6wWESmFKii0f0uq6KhPADw3Y92I6HE9d3Ih7Vq75aUBR/Ls+ZJ/Xh1GNX4LHnDqE7EcKxaxorvYVK+4TqRy2oioJISOD0E3owPF7AwEgOJ6zvQMjgIDuiajCE5lA6EI2nTex+cxxunbfQKYqAcAv4v3/3VbiuO+/7M5X4JToDX7rpf2HVmnVQ1TpGLGg6opqO//7/3YhoWIem1f/01zuioaQU0G/d1FP3fB1NVRCPKHjnW1bDctyGrjhChopEHaEKHL167u2KoK8rUv47IpofT9Wq0Iz2+6ZZgKpqdQXQZPFER10BNJmhNxZAgH9bezM0cuVylGy45NWMklnpfSwGEFH1GEJERBQYhhAREQWGIURERIFhCBERUWB4dxwRURtqxTyhaub9LDSGEBFRG2pknlC1c4KCDiCA5TgiIgoQQ4iIiAKzpENISgnHbfyDprK4rUYICLhu/XOCymuRTdifBmcnAcV+cktK++xRo79rRIvJkgwhKSVMy8VIqoB0zoLreXW/sD1PorczgmhYr3sgmSKAnt5eXHnVlQiFQnM26JyN3//NwBu7XoAi6h+OpioCIUNF2FDr7jAthP8Y19skdPJ2svna5/JMF4vU/9yU2I4XeAxJKf3fXduFV/xvoqVuyd2Y4Lge0jmr3NvMcSVGUyYiIQ2xsL+71bRVkdJvVHpkNIextIkNqxJI5yz0D2XLX6uGIoDe7gg2re3Er5/xJ/jta67CF278M+zavQf5/PyzggAgHA5j48aNuOGGG3DcccfBdT0MjuYwkbWqvqpRFQFVFTjrpD6s6Y0BAA6PZLH3UKp4wKtuO0IAK5Jh9HRGoCgClu0inbMhPVn1QbzUqXp1T6wpb4wamooVyTByBafcrbxaAkAsoiFsaIG22yldtadzNlxPQgi7qm7eRIvdkgkhKSWyBRt5s3LJK286MC0X8agOQ1PmfFF7nkQ6b2FgODelaWkiauCE9TqGxvMYTRXmPHArikDYUHHyMV1IRI3y3x933DH4wffvxEM//Xf82f/8BsyCiYJZuaN2KGRA1w388R//MbZs2VJes6oqWNMbR3fSwaHhLGzbnTMUFUVg09oOnHpc95SrlzU9cfR2RvD6wQkMjxfmnCorBBANaVjdE4OhH+26begqupMK8qaDbH7uABDC7zq9pjeGeESf83trJYRALOIftNM5G3YVZdiQ7nfNDnLQnCyeAEyfPislkMnbKFhOca4Rg4iWpkUfQlJKWLaHdH7+qwJPSqSyFnRNQSKqzxic5nn+2eihoeys01UVRWBldxRdiRD6h/3vm/xzlWJH6OPWJrG6J1bxwCGEwPvf9168+93n4tvfuR13//Be2LYNz/PKXzcMA+9///vxyU9+EvF4vOJawiENx61JYjxjYnAkD4mpVzSqItAZD+Hs4oydSnRNxSnHdCOVtbBz/5hfCpqUaEL4jTnX9MamhOn0/YmGdYQMDZlc5VHeQgC9nRGs6Agv6MFUVRV0JkIwbRfpXOXfCbU4eDDI21NLpba86SA7xzj46dNtaxkzQbQYLOoQ8jyJiaxV880HtuNhNGUiGtIQLZbopAQGx3IYS1U358fQVWxclUAmZ6N/OAtPSggAvV0RbFrXAV2bf0ZPLBrFF6//E/zWh67AF77453h9zx4AAuvWrcMNN9yA448/ft5tCCHQlQgjGTXKJToh/DEHZ57Uh7W9lYNwutJAuP7hLN7oT/lBNK30Nh9VEeiIh6aU6FAuvUWrekyaJaSrMJLhKVfH7VB6K4XP5NJbNQrTptsCDCNaGhZ1CNmO19DdbznTQd5y4LoS42mz5nlBQggkYgZOiOgo2I4fBrNccczl+E3H4e5//nv8+N9+hlzewoUXXljzAaZUolu1QkLXBDat7YRW45m+EAJre+Po6/JLdMmYMaX0Vq1SiQ4AomG96aW3agkhEI8YiBgeCraLiKEFWnoDANP2w6TS1eJ8pIRfajS8wB5TomZb1CHUDJ4nMTJRaGgbiuIfvBu5W0wIgd+48ALk5ijNVCMa1rBxdaKhqZ66pqKnM9LQOoQQSMaM8ll7kFRVQazBO/maxXG9ugJoMrd4Ewivg2gpaI9XJhERLUsMISIiCgxDiIiIArPs3xMiImpHjYxyaIcRDdVaHKskIqKqLZYAAhhCREQUIIYQEREFhiFERESBWdQhJJq0+mZ86M+rsdtCJYoiGl6LJ2VT2rk0o7GA53EcwXRKE54bz5P8oCotGYs6hAxNRUfcaOiFHTZUHLe2A7GIVtdMGiEAQ1fQlQghEqq/O4AA0NMRxpremB9Gda4lHjGaMp+tKxFuqNuBIvxecuxvNlUkpCFebERaL0Nf1C9boikW/S3ahjZplEANLW8URSAZ1ctNNTeuSiKTs9A/nPXbolRxIFcE0FfsqF062EYMD6mcXVNPu1KH5FKYxqMGjozlMJ42q1qHEEDY0LCmJ4aQ0Zw2OYrit92xHa84GLD6ZIuGNURDwc7naVdCCERCGkK6imzBRsGqftqurvrd39U2aUFE1AyLPoSACqMEnLkDIBbWEKlwkIxHDRy/XsfweB4jE7PPCxLC7zq9sjs6o1+cqirojBtVjZdQiwf6GdtQBFaviKE7EcahoQxM2624ndKYhdU9MSSi+oIc9HXNv8rLmw5yBWfOiyxDUxCP6g31rVsulOI4Cf+kZe6QF8KfZdUOffiImm1JhFDJ9FEC04e0GbqCRMSYs5OyIgT6uqLojIdweDiL3KR5QUL4B+W1vXFEQrM/dEL4I7QNPVxx0J4/UsAfwDZXcIQMFceuSSKVtXB4JFcegFZaS1cihL6u6IJ3hi6FfNjQkMnbMO2p+6MUD5L1dNxe7rRiyBcsF9m8PSPkIyEVsfDCnGAQtYMlFUIlpVECueLZuyIEEjEdRg3zbAxdxcbVSaRzFg4XS3Qrp5Xe5lMaJRA2jo4cDxv+QaXa4BDCD9Z41CiPGg+HVKztiTet9FatoyU6tzwLpzSTiQfJ+k0p0eVtFGwXmqogydIbLQNLMoSA4rjnsI5o8Yql3oNkImogvl6HlKj7ikNTFXTGQw1tQ1X8sltfd2TGRNhW0zUVXQkFEs2524t8iuLPp4p5EkJwaB0tD0s2hEqa8UIWor671Zq9DQBt836LEI3fTk6VBT14j6iVFk0Iua7/PsTAwEDAKyEiqs+qVaugaYvmsNsSi+bRGBoaAgB85CMfCXglRET1efjhh+vujL1UCblIPtJeKBTw0ksvobe3F6rKu7CIaPGp5krIcRwMDAwsm6umRRNCRES09LTHu9xERLQsMYSIiCgwDCEiIgoMQ4iIiALDECIiosAwhIiIKDAMISIiCgxDKACZTAaXXHIJDh48CADYtm0bLr30UmzZsgW33nprwKtrjttuuw1bt27F1q1b8c1vfhPA0tzPv/zLv8TFF1+MrVu34s477wSwNPez5Oabb8b1118PAHj11Vdx5ZVX4qKLLsIXv/hFOE71QyXb1cc+9jFs3boVl19+OS6//HLs2LED999/Py6++GK8973vxfe///2gl7j0SGqp559/Xl5yySXytNNOkwcOHJD5fF6ed9558s0335S2bcuPf/zj8he/+EXQy2zIE088IX/rt35LmqYpLcuSH/vYx+T999+/5PbzqaeekldffbW0bVvm83l5/vnny1dffXXJ7WfJtm3b5Nvf/nb5+c9/Xkop5datW+Vzzz0npZTyC1/4gvz+978f4Ooa53mePPfcc6Vt2+W/GxgYkOeff74cGxuT2WxWXnrppXL37t0BrnLp4ZVQi91999348pe/jL6+PgDACy+8gI0bN2L9+vXQNA2XXnopHnrooYBX2Zje3l5cf/31MAwDuq5j06ZN2Ldv35Lbz3POOQf/+I//CE3TMDIyAtd1kUqlltx+AsD4+DhuvfVW/MEf/AEA4NChQygUCnjb294GALjiiisW/X7u3bsXQgj8/u//Pi677DLcdddd2LZtG97xjnegs7MT0WgUF1100aLfz3bDEGqxr33tazj77LPLfz5y5Ah6e3vLf+7r68Pg4GAQS2uaE044oXxw2rdvHx588EEIIZbcfgKAruv4zne+g61bt2Lz5s1L8vkEgC996Uv47Gc/i2QyCWDm721vb++i389UKoXNmzfjr//6r/H3f//3+MEPfoD+/v4l+Xy2E4ZQwGSF1n1LZZjZ7t278fGPfxyf//znsWHDhhlfXyr7+ZnPfAZPPvkkDh8+jH379s34+mLfzx/+8IdYvXo1Nm/eXP67pfh7e8YZZ+Cb3/wmotEouru7cdVVV+E73/nOjO9b7PvZbpZ+i9Y2t3LlSgwPD5f/fOTIkXKpbjHbvn07PvOZz+CGG27A1q1b8fTTTy+5/dyzZw8sy8Ipp5yCSCSCLVu24KGHHprS5X0p7OeDDz6IoaEhXH755ZiYmEAul4MQYsrzOTQ0tOj385lnnoFt2+WwlVJi7dq1S+73tt3wSihgp59+Ot544w3s378fruvigQcewLvf/e6gl9WQw4cP41Of+hS+9a1vYevWrQCW5n4ePHgQN954IyzLgmVZePjhh3H11Vcvuf2888478cADD+BHP/oRPvOZz+CCCy7AN77xDYRCIWzfvh0AcN999y36/Uyn0/jmN78J0zSRyWRw77334pZbbsGTTz6J0dFR5PN5/OxnP1v0+9lueCUUsFAohJtuugmf/vSnYZomzjvvPLzvfe8LelkNueOOO2CaJm666aby31199dVLbj/PO+887NixAx/4wAegqiq2bNmCrVu3oru7e0nt52y+9a1v4cYbb0Q2m8Wpp56Kj33sY0EvqSHnn39++fn0PA/XXHMNzjrrLHz2s5/Fxz72Mdi2jauuugpvfetbg17qksJ5QkREFBiW44iIKDAMISIiCgxDiIiIAsMQIiKiwDCEiIgoMAwhIiIKDEOIFqWPf/zjGB0dbfh7nnrqKVxyySXz/ryTTjqp4rYefvhhfPWrXwUAXHvttXjooYdw8OBBnHHGGfNuk4j4YVVapJ544ommfE+jLrzwQlx44YUL/nOIlipeCdGi84UvfAEA8Nu//dt4+umnce211+LSSy/FZZddhvvuu2/G9xw+fBiPPvoorr76alxxxRV4z3veg29/+9s1/9xvf/vb+OAHP4jLL78cjz76KADgnnvuwSc/+cmm7BfRcsQrIVp0vvGNb+Cee+7BP/zDP+A3f/M3cd1112HLli0YHBzEhz70IWzcuHHK93R1deG6667DTTfdhGOOOQaDg4M4//zza24zs27dOnzlK1/Brl27cO211+InP/nJAu0h0fLBEKJFa8+ePTBNE1u2bAHgdyTfsmULfvnLX055T0YIgb/5m7/BL37xCzzwwAPYs2cPpJTI5/M1/bwPf/jDAIATTzwRmzZtwnPPPde8nSFapliOo0Wr0lwXKSUcx5nyd7lcDh/84Afx8ssv49RTT8V1110HTdMqzsSZi6IcfblIKaFpPIcjahRDiBYlVVWxdu1a6LqOn/3sZwCAwcFB/PSnP8U73/nO8vc4joP9+/cjk8ngj//4j3HBBRfg6aefhmVZ8Dyvpp957733AgBefvll7N+/H6effnpzd4poGeKpHC1K733ve3Httdfi9ttvx1e/+lX81V/9FVzXxac+9Sm84x3vKH/PNddcg9tuuw3vec978P73vx/JZBIbNmzA8ccfj/3798MwjKp/5oEDB/CBD3wAQgj8xV/8BTo7Oxdo74iWD45yICKiwPBKiAjAd7/7Xdx///0Vv/a7v/u7uOyyy1q8IqLlgVdCREQUGN6YQEREgWEIERFRYBhCREQUGIYQEREFhiFERESB+X+2Q5XerizsCQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style('white'):\n",
    "    sns.jointplot(x=\"total_bill\", y=\"tip\", data=tips, kind='hex')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The joint plot can even do some automatic kernel density estimation and regression, as shown in the following figure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"total_bill\", y=\"tip\", data=tips, kind='reg');"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bar Plots\n",
    "\n",
    "Time series can be plotted using `sns.factorplot`. In the following example, we'll use the Planets dataset that we first saw in [Aggregation and Grouping](03.08-Aggregation-and-Grouping.ipynb); see the following figure for the result:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>method</th>\n",
       "      <th>number</th>\n",
       "      <th>orbital_period</th>\n",
       "      <th>mass</th>\n",
       "      <th>distance</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Radial Velocity</td>\n",
       "      <td>1</td>\n",
       "      <td>269.300</td>\n",
       "      <td>7.10</td>\n",
       "      <td>77.40</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Radial Velocity</td>\n",
       "      <td>1</td>\n",
       "      <td>874.774</td>\n",
       "      <td>2.21</td>\n",
       "      <td>56.95</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Radial Velocity</td>\n",
       "      <td>1</td>\n",
       "      <td>763.000</td>\n",
       "      <td>2.60</td>\n",
       "      <td>19.84</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Radial Velocity</td>\n",
       "      <td>1</td>\n",
       "      <td>326.030</td>\n",
       "      <td>19.40</td>\n",
       "      <td>110.62</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Radial Velocity</td>\n",
       "      <td>1</td>\n",
       "      <td>516.220</td>\n",
       "      <td>10.50</td>\n",
       "      <td>119.47</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            method  number  orbital_period   mass  distance  year\n",
       "0  Radial Velocity       1         269.300   7.10     77.40  2006\n",
       "1  Radial Velocity       1         874.774   2.21     56.95  2008\n",
       "2  Radial Velocity       1         763.000   2.60     19.84  2011\n",
       "3  Radial Velocity       1         326.030  19.40    110.62  2007\n",
       "4  Radial Velocity       1         516.220  10.50    119.47  2009"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "planets = sns.load_dataset('planets')\n",
    "planets.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style('white'):\n",
    "    g = sns.catplot(x=\"year\", data=planets, aspect=2,\n",
    "                    kind=\"count\", color='steelblue')\n",
    "    g.set_xticklabels(step=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can learn more by looking at the *method* of discovery of each of these planets (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1624.47x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style('white'):\n",
    "    g = sns.catplot(x=\"year\", data=planets, aspect=4.0, kind='count',\n",
    "                    hue='method', order=range(2001, 2015))\n",
    "    g.set_ylabels('Number of Planets Discovered')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For more information on plotting with Seaborn, see the [Seaborn documentation](http://seaborn.pydata.org/), and particularly the [example gallery](https://seaborn.pydata.org/examples/index.html)."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example: Exploring Marathon Finishing Times\n",
    "\n",
    "Here we'll look at using Seaborn to help visualize and understand finishing results from a marathon.\n",
    "I've scraped the data from sources on the web, aggregated it and removed any identifying information, and put it on GitHub, where it can be downloaded\n",
    "(if you are interested in using Python for web scraping, I would recommend [*Web Scraping with Python*](http://shop.oreilly.com/product/0636920034391.do) by Ryan Mitchell, also from O'Reilly).\n",
    "We will start by downloading the data and loading it into Pandas:[^2]\n",
    "\n",
    "[^2]: The marathon data used in this section divides runners into two genders: men and women. While gender is a\n",
    "spectrum, the following discussion and visualizations use this binary because they depend on the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "# url = ('https://raw.githubusercontent.com/jakevdp/'\n",
    "#        'marathon-data/master/marathon-data.csv')\n",
    "# !cd data && curl -O {url}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>split</th>\n",
       "      <th>final</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>33</td>\n",
       "      <td>M</td>\n",
       "      <td>01:05:38</td>\n",
       "      <td>02:08:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>32</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:26</td>\n",
       "      <td>02:09:28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:49</td>\n",
       "      <td>02:10:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>38</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:16</td>\n",
       "      <td>02:13:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:32</td>\n",
       "      <td>02:13:59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age gender     split     final\n",
       "0   33      M  01:05:38  02:08:51\n",
       "1   32      M  01:06:26  02:09:28\n",
       "2   31      M  01:06:49  02:10:42\n",
       "3   38      M  01:06:16  02:13:45\n",
       "4   31      M  01:06:32  02:13:59"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('data/marathon-data.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that Pandas loaded the time columns as Python strings (type `object`); we can see this by looking at the `dtypes` attribute of the `DataFrame`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age        int64\n",
       "gender    object\n",
       "split     object\n",
       "final     object\n",
       "dtype: object"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's fix this by providing a converter for the times:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>split</th>\n",
       "      <th>final</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>33</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:05:38</td>\n",
       "      <td>0 days 02:08:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
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       "      <td>0 days 02:09:28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:06:49</td>\n",
       "      <td>0 days 02:10:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>38</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:06:16</td>\n",
       "      <td>0 days 02:13:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:06:32</td>\n",
       "      <td>0 days 02:13:59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age gender           split           final\n",
       "0   33      M 0 days 01:05:38 0 days 02:08:51\n",
       "1   32      M 0 days 01:06:26 0 days 02:09:28\n",
       "2   31      M 0 days 01:06:49 0 days 02:10:42\n",
       "3   38      M 0 days 01:06:16 0 days 02:13:45\n",
       "4   31      M 0 days 01:06:32 0 days 02:13:59"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "def convert_time(s):\n",
    "    h, m, s = map(int, s.split(':'))\n",
    "    return datetime.timedelta(hours=h, minutes=m, seconds=s)\n",
    "\n",
    "data = pd.read_csv('data/marathon-data.csv',\n",
    "                   converters={'split':convert_time, 'final':convert_time})\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age                 int64\n",
       "gender             object\n",
       "split     timedelta64[ns]\n",
       "final     timedelta64[ns]\n",
       "dtype: object"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That will make it easier to manipulate the temporal data. For the purpose of our Seaborn plotting utilities, let's next add columns that give the times in seconds:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>split</th>\n",
       "      <th>final</th>\n",
       "      <th>split_sec</th>\n",
       "      <th>final_sec</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>33</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:05:38</td>\n",
       "      <td>0 days 02:08:51</td>\n",
       "      <td>3938.0</td>\n",
       "      <td>7731.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>32</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:06:26</td>\n",
       "      <td>0 days 02:09:28</td>\n",
       "      <td>3986.0</td>\n",
       "      <td>7768.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:06:49</td>\n",
       "      <td>0 days 02:10:42</td>\n",
       "      <td>4009.0</td>\n",
       "      <td>7842.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>38</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:06:16</td>\n",
       "      <td>0 days 02:13:45</td>\n",
       "      <td>3976.0</td>\n",
       "      <td>8025.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:06:32</td>\n",
       "      <td>0 days 02:13:59</td>\n",
       "      <td>3992.0</td>\n",
       "      <td>8039.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age gender           split           final  split_sec  final_sec\n",
       "0   33      M 0 days 01:05:38 0 days 02:08:51     3938.0     7731.0\n",
       "1   32      M 0 days 01:06:26 0 days 02:09:28     3986.0     7768.0\n",
       "2   31      M 0 days 01:06:49 0 days 02:10:42     4009.0     7842.0\n",
       "3   38      M 0 days 01:06:16 0 days 02:13:45     3976.0     8025.0\n",
       "4   31      M 0 days 01:06:32 0 days 02:13:59     3992.0     8039.0"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['split_sec'] = data['split'].view(int) / 1E9\n",
    "data['final_sec'] = data['final'].view(int) / 1E9\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get an idea of what the data looks like, we can plot a `jointplot` over the data; the following figure shows the result:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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bB4/I0ykVH8gg9aotck1nCGIRmqZx//33U19fL93vRatoKlMS6m1k9+7djB07llWrVlFSUpLu6Ygu5nD/OTU3iLTFf5KWnep+M+idZEW2f/9+1q9fL/fH2lF3e6+Tigkh0qib/S4Z9Ytf/IIf/vCH0v1etBkJZkJ0kKY6cjQnoEU3SavU44ljqZ+kuTNtf/Pnz+ell16S7veizUgwE6INHS6FF93w3MxOHc54Y3BSCWORDiCKpoNd/ARa9r20taqqKhYsWEBDQwNZWVmMGDEivRMSXYoEMyHaWKpKwaO9T6Vi/iR+rJq4TiXMQQMMXcPQ9bTeL1u/fj1//OMf+fjjj9M2B9F1Sdd8IdpJZyi00DQNXescc7nwwgspLS2N7hUVoi3JykwI0W6qq6u59NJL+eCDDwAkkIl2IyszIdpBXPeNyAbnJlZHcdfSuB/MVo0bnSOrq8O1eIs8u4r7XPLXaurx7aGuro59+/ZRWVnZbl9DCJCVmRBtSimFldh9QzUe0wLxwSNVpw7LhpAd37HDVs61qWiouCAY6QiiJwTRw3UWaestAg0NDSilKCkpYdWqVZx77rlt+vyi+V5+87N0T6FDSDATogMk9kWMPcolUUvCSuQZG7t7xP5p/gbptlyd1dXVcfHFF0cP342ceiHS46A3kO4pdAgJZkKINpWdnc2IESM45ZRT0j0VAfTMc6d7Ch1CfmUSQrSJ2tpagsEghYWFPPDAA+mejgi7+LwT0j2FDiErMyHaUFO3npraKN3E1Yd5opbMpfkXt8WZad/97ne58sorpfu9SAtZmQnRBqLBIOagsdgAYStQmsKI+/Wx8eL4888a/49zK0uLf0js1w1fr5NcXNJU9WMqrb1npmkaN998M3V1ddL9XqSFrMyEaAOR88JS9UmMFCHaCoKWwrYjFY/JratSFSxGKxMPE29sp+2Hc30LO+O3JpB5vV7Wr18PwOjRo5k4ceJRP5doH1LNKIRotpZkBZuosE99BhmHD2JJ17cwiLV2RfbAAw9w5ZVXSvf7Tqy7VDNKmlEIcdTuvPNOLrjgAul+34l1l2pGWZkJ0QpKKUKWTciysSw7eo/KVopgyCYUsrHtxo74tu1cF3ttbAeQ2Oe1bUUw5DzPke59RTZKx997O/xjjrboo76+niVLlmBZFj179pQN0Z2cUvC7FR+lexrtToKZEEfJVopAyI6e6qyAkGUTCFoEg3Y09WjbCstSKFvFFIeAZSksy24ikMUc/aIgGFLRDiCJrbF0XUPXtbi04RGDXytSjK+99hqLFi1i06ZNR/V40bF27K2hssaf7mm0O0kzCnGULMtOOZ4qjjQVNlSKz9mpnzYasKLPqWkxraw6puADYMaMGZxyyimceOKJrXoe0TEKe2RR2MOT7mm0O1mZCZHROuZol4aGBmbNmsX27dsBJJBlkB65bnrkdv37ZhLMhBBH9OWXX7J69eroUS4ic+zYW8OOvbXpnka7kzSj6JZi7ykdKe3Wkmub6tARGW7OOkrTmi71T52YbD+2baPrOscffzxvvfUW+fn5Hfa1RduQNKMQXVBTbaVSFUxExi07UlHYOKaUio9bMWONzxcTBCF1oIt5TqJ/J1/WuGm64wKZz+fjmmuu4Xe/+x2ABLIM1V3SjLIyE6IJlu1UEEZiS9Cy0TUNTYtsfNbCqyiV8rwxpWIP5jzMF1Jxf0UfoxToOhiGjqE3PkEk3kUO7EwlVVVjSws/NE3DNE1cLleLHic6lx17a1AuSTMK0W1ZKVp12EoRf66z86ZvN1GCGAlMR0PTwDR0dF1LGm9uBePRVC76/X5s2yY7O5vf/va37XoStWh/kmYUQnQ7Sil+8IMfcM0112BZlgSyLkDSjEJ0Ic3pdqGUius07zI0bJW8QnM+3XhtYnoxco0CbMvplK9Hj4IOr5ZUwpwiMSNmyNlX1piubOp7amnASXwtEveuTZo0idraWul+30VImlGILuJoz/XSNA0dhaZDKEUW0bbt6AbnSECIvccWYdlgo3C59JhrnQiVGJAij3YZupNObEagigThlnxvieOBQICdO3cydOhQpk+ffsTnEplD0oxCiMO2fUp1m6ypmKIbjcezxF6Y+PyapmG2IJC1lfvvv5+LLrpIut93QZJmFEK0qY5sOdVSN954I8OHD5fu911Qd0kzyspMiG4qGAzyyiuvoJRiwIABXHrppemekmgHkmYUoguL3fycajxx7HDP05Kv19bXtsaf//xnbrnlFt55550O+XoiPXrkulEKHvnjv/jfLnwUjKQZRZd0uGIHcDY9KwWG3jimgGDQRtc1zJhCPjt8XIue8KufZdsQ3tjc+PyJRSSxR7iA23Xk3x8V8e2s2ivj+K1vfYuBAwdy5plnSgl+F7Zjbw25dc49s678O4uszES3YiunMjFytFjIhpCtCFkKf8A5Wyzy/y1L4Q/aBEPhAGg7QS1k2fgDFratsMOHc9rhtld2wuGYlu38Uco566zeFzrsG4qhaxi67lQ60hjIIoUiiUGnJeeSaZqGZVk89NBD7N+/H03TOOeccySQdXGFPbLoU5BNn4LsLp1ulGAmupUUW8KwbSeAxVJA0FJJgUcp56DN5OdoaiWYaix5UMMJZKkCS1MB7GiC0GeffcZvfvMb/va3v7XqgE6ROXrkuumV76FXvqdLVzVKmlGIbuTkk09mzZo1DBw4MN1TER0kNs3YpyA7zbNpP7IyExkrroN9TNFEtPGvalwZRVJ+iWxbEQxZhCw7/vF2bIowcp/N6Z4fO+as1GwCIZtgyIpbdem6hsvQ4u55mYaGmTAWuVZvYpHU2uIMy7L48Y9/zGuvvQYggaybkTSjEJ1Y6iNbwp3uYz6lcMYi98liHx8MWgSCVjTgWbYTmCL30yIsWxEIhpxrw2N2+B5Y0FJEso62gkDICYq6RrjDvoYZDmo5HoMst+Gk93C63hua0zYr0gFfg+jnomOtTAX6fD4+/fRTPvvss1Y9j8hMsWlGpeB3XbSiUdKMostLdTsrEviSxknd5T7lvbYmFkyJ9740TcMwtHCvxfhOIInHuMTGrdYGMafdlk1ubi4vvvgiHk/X/a1cNC02zQhdN9UowUyIDtKRHUCUUtx5553U1tby5JNPSiDrxgp7ZJEfE8C6aqpRgpkQXZCmaQwZMoSamhr0xA1yolvpkeumIN8T93FX1K7B7IknnojedB4zZgx33HEHc+fOZdOmTWRnO78p3HzzzVxwwQWsXbuWRYsW4ff7mThxIrfffjsAW7ZsYf78+Xi9XkpLS1m4cCGmabJnzx5mz55NZWUlxx13HIsXLyY3N7c9vx2RBqmOOWlyQzQqfFxKqlVNfAIxubd9/Ndsj5L1pp431fjRzsG2bSoqKujXrx833njjUc9VdB3dJc3Ybr+yrV27lrfeeotXXnmFZcuW8dFHH/HGG2+wefNmnnvuOZYvX87y5cu54IIL8Pl8zJs3jyVLllBWVsbmzZtZs2YNALNnz2bBggW8/vrrKKVYunQpAAsXLmTmzJmsXLmSU045hSVLlrTXtyI6WKpWU021n4r9nB0u4EiqcFQq2pkj8icYtPH7Q86RLTHjgWBjZePhviaAqZNUgahpxD0+9TcY6RTibNpWtL5iMeKhhx5i4sSJ0v1eRMVWM3blisZ2C2ZFRUXMmTMHt9uNy+ViyJAh7Nmzhz179rBgwQKmTJnCY489hm3bfPDBBwwePJhBgwZhmiZTpkxh5cqVfPnll/h8PkaOHAnA9OnTWblyJcFgkI0bNzJ+/Pi4cdH9RIJYMOh07FAKQiE72p3DSjhfzB+wqPEGqPeFsBT4AhbBkB3X1SMUsvEHQtHgmFgoEq021HVMQ49WI5qGFj6HTIs+RtecFlZmeBzCwYvGikkrodKyNRWMM2bM4Nvf/ja9e/c+qseLrie2mrErVzS2W5rxhBNOiP7/HTt2UFZWxh/+8Ac2bNjAvffeS05ODjfccAMvvfQSOTk5FBUVRa8vLi6mvLycioqKuPGioiLKy8uprq4mLy8P0zTjxkX3lNi9A5w9YVqKusR6Xyjl4xNXWE61o53cfQNnT1jcmObsHUvFNPXkFGKK6yJjRxPElFKsW7eOs846i6FDhzJ06NAWP4fouhLTjNA1U43tfmf4s88+49prr+XOO+/kK1/5Ck8++SS9e/cmOzubq666ijVr1qRu7xNzCm9zx4XojpYuXcoll1zC+vXr0z0V0Qklphm7aqqxXQtANm3axK233sq8efOYNGkSn3zyCTt27IimB5VSmKZJ375943L8FRUVFBcXJ43v37+f4uJiCgsL8Xq9WJaFYRjRcZH5mu52H7N6IdKNPtzVQyNuuWMrRSik0DQwDR1dd34B8gWslF/PVmDh3AOL/aXIshSapuL2hymclGBkDhDeR6Zr2OGUZ4Rh6M60VOy14NI152vGXtuKX8amT5+OruucccYZR/0coutKrGaMjHU17bYy27t3LzfddBOLFy9m0qRJgPPG8cADD3Do0CGCwSAvvPACF1xwASNGjGD79u3s3LkTy7JYsWIFo0ePZuDAgXg8HjZt2gTAsmXLGD16NC6Xi9LSUsrKyuLGRWZrqqtHYkcOp9u9Img5gci5x+RUKIYsO5p2dI5esfH5QxzyBvD5rZjnVUndQkLhhsPxhSeE78XFV1VGjmkxdD26SVrXNExDxzR1sjxmOB2pRQOgHr7Gudbp/GHoRFtetSS7oJTif//3f/F6vbhcLi655BLJToiUduyt4bNdB+P+7Njb9U6ebreV2dNPP43f7+fBBx+Mjl122WVcf/31XH755YRCIcaNG8fkyZMBePDBB7nlllvw+/2MGTOGCRMmALB48WLmz59PXV0dw4YN4+qrrwbg7rvvZs6cOTz11FP079+fhx9+uL2+FdEJJXWpd6JZ3BEsEb5AY8uqI9H11EElVVGGkRCEIn874wnX6qmv1Tm6FPlHH33ET37yEyzL4rvf/W6LHy+6j8RN085Y10szaqqbHTG7e/duxo4dy6pVqygpKUn3dESMplZmqX5AQ5adNOY0DU4eb/AnnyEWSS8mMnRnBZUoVSGHaYTPHkt8jiaCmdFUJ+Gj9OGHH3LKKafIikykFHmvu3HeLykoTL4No2twzeThaZhZ+5AOIEJkCKUUDz/8MOeccw5nnHEGX/3qV9M9JZEBUlUzQteraJRgJjrc4bp6qJhiCQh36og9crkZz5sooT7kCE9C6k7DKb9eyzp1tLaziNfr5dVXX6W2tlaKPUSzpUozOuNdK9UowUx0iMSiivD/i7smWpioGj8XKQDRj9B+KvJ4y1bhTvSNXycxfCilCNlOsYjLiE8f2uHKDqdaMXxfS3cKN1LuD0sIzJGjXxKvVSq5gVZLgiBAfn4+y5cvp0ePHs16nBCQupqxZ56b6eee0MQjMlOLg1nkWInIhmUhmitSARj9OLIKi7kvFtvaKfaeVmMFvkp4DkXIUuEWUo3XKst2zjKzGjtxKAUBy46eWQbO+WMuQ0PX9ZiSf2ceLgNMw4huklZKReeceMyLrjml+InXgnMfLmnzdQtWaD//+c+pqalh4cKFFBQUNPtxQoBsmo6zfv16LrroIgC2bt3KmDFj+Pe//92uExNdT6osYFMFHqnPD1MpnyMYspPGnYM2E9pQac61ic+tFNHVXCyXacR1+4jsJzONFMUgpp50rR4u+mhNalEphdfrpb6+vs36N4ruRTZNx/jpT3/KokWLAKdN1a9//WsWLlwYbforhGh7dXV15ObmcvfddzunV8tRLuIopEozKgWP/PFfKOXcO/t2F6hqbFYwCwaDDB/e+M0OHz6cQCDQbpMSXUv0vhIJm59V4spJa+zqkTDuNBO2QANXuExeKUVNXQBvQ5Bst4nHbaBpGsGQRXWNH1Dk57gxDR2lFA3+ED6/hWE0rq40nC4hiQ7Xa1HXtXB3fmfM0LVob8fYmWta07UkRyoGWbJkCX/84x9Zvnw5hYWFUn4vjlpT1YxdTbOCWXZ2Nv/4xz+iXTbWrVtHTk5Ou05MdA2xASt6fyxFMQSE78em2A8WDFnYke1jCgJB577XobqAc4QLUO8P0eB3mghH/gaorvXjcenhzh7OmGUpbMsiN9sVDYzhLwYaZLnNpI4ckQAIToAyDB1lKye4aZFA3Bi8YltdpQraR3Laaaexa9cuevbsecRrhTicpqoZGz/fNVKOzQpmd911FzfddBOmaUY7ITz++OPtPTfRBcVWGSZKfZ+MxkAW41BdIGkFF7JtgsHkiwNBO+mGmK5r8YEsPDmPS08KZJEej3FjgGFq0UAWua7xMfH3z1JtR0jl888/5/jjj+e0007jtNNOO+y1QjRHqjRjrMiRMJm+gbpZwWzEiBGsXr2aTz/9FMMwOO6443C7u/6yVbSTlmz8aqrxcEu/XnPGIp9qZkovtnz/iNc247o///nP3Hbbbbz88ssSyESbaU6asStUNzbrjrJt2/zud7/jd7/7HQMHDuSZZ57BspI7kAshjt748eP58Y9/zNe+9rV0T0V0IamqGbtidWOzqxmrqqr48MMPAfjnP//J/v37mT9/frtOTmSOw3X1SL649V8v5TqnqS+nkrKMTaY6VfR/tWZd29quHgCvv/465557Lrm5udx6662tei4hEh0pzQiN1Y298jO3srFZwWzdunW88sorTJ8+nby8PH77298yderU9p6b6ORSNwZuIi0Y2wEk/hPRjyOd8GNjQzBkEwjauF169LG2rQgELRThzcuAjVMEUtcQpEeOO3rfK9JQOLKPLPb+VjBkJ983Izn46eGO9+1h8+bNXHvttfzkJz/hhhtuaJ8vIrq1llQzZvJWxmYFM9M04/a4uN1u6QAiWiyxAwiAFa5ujC3ysG2nPN8XsKIBrsFvYSsnsNXUNW4L0TSnSKSmLhDtmL//kI+CXDcus7EJlh3ene1x6bhcOobufC4QsvG4DAwd3C4jvoJRdwo/jHAVY+zcU3X1cObTsqh3yimn8Oyzz8p5fKLdHKmaMf7azE03NisiDR06lOeffx7Lsti2bRv/+7//y0knndTecxNdTKrf+mw7uauHUlDvCyVd660PJp0WbduKyhp/0rWBkI1pJt8SjuxFS5QYyFKNRfaNNXWQZksC2fPPP09paSknnngiY8eObfbjhGip5qQZIzK5srHZpfkPPPAAlZWVXH755Zxzzjlyv0yIo1RbW8vDDz/Meeedx89+9rN0T0d0cS3dNJ2plY3NCmZ5eXk88MADQLixayiEy+Vq14mJriPSDFhBtFNGpKtH7InRkXtc9f4g/qCFaTjd6jVNIxC08NYHUUpFD8pUyrl3FtkUHdl3ppSi3hfEHwiRn+uObnb2uA1MQ4/r8ahrWsrVmpnigE1njof/PpuzOot0vy8uTj4wUYi21pI0o3N9ZqYamxXM3n33XTZs2MB1113HpZdeyrZt21i0aBEXXnhhe89PdGKRN+7DNcC1bee4lejHkQ4gKbp9+IMhvPXB6HjIUoBNXX2Qel8oev8rELTRcDZJO02CNdymhmXb+ANWtHmxbSuqDvnomeemb2FuuJBDwwgHQpepk+0xo9+LE4ycoBcJorGtuGK7ejT1WhzOs88+i9fr5Qc/+IGcci46TEvSjJC5lY3NCmY/+9nPmDVrFn/729/o06cPjz/+OLfddpsEMwGkbtkUEUrR1iNyRlmi2vpg0v0zX8CiLsX9s6CVoi2ISn1frlePrGggizAMJ5AldurwuPRoIIuMAWg0vepqTiBTSrFhwwZqa2u54YYbMAzjiI8Roi0cbW/GTKtsbFYwsyyLs846i/nz53P++edTUlKCnarHkBBtTR2+BVbCpSmbi2hacsrwcOEndXA6+kBmWRaGYfDoo49G/78QHaWlacbGx2VWurHZHUA++OADVq9ezdlnn82nn35KMBhs77kJkfH+9Kc/MW3aNGpqajBNE48ns94gRObrkeumV76nxX8ilY2ZolkrsxtvvJEf/ehHXHzxxZSUlHDeeedx1113tffcRIY73AbqVMUSKVs2NnNV1uTjcbrkJ369turqcaRre/XqRZ8+faSXqUib1hwBk0mVjc0KZuPGjWPcuHHRj994441oquTBBx9kzpw57TM70ak1p9uHrjXeH4uMB0I2lqXwuBo3I1u2TYMviG7o0epDpcBbH6C2LkBujgs95ryzykMN5GS5yIqpRNTCZ51FNk87+8I0GvxB3C49ofO9inYAca5t2xYflZWV9O7dm/HjxzNu3Dg5j0ykzdGmGZ3HZk4m4ajaeMTm/N955502m4zoGlT4fxROkNBxSvCDIdvp5BGObqGQDTidPg56IxufLXQdlNKoqK7HH94k7QuGyHKZBC2bg16nA0idz8LjMigqyCJSc2gYmlPsAbhMg575HnRNIxC0CVmKnCwT03AO2DxSBxDnGZsux28qQL322mvMmjWLpUuXMnLkSAlkIq1aWs0YK5NOpG51T6rDlWWL7inxR0LTNBSKuob4qkQFHKz14w/Gd/UIBm32VdYnnEoNB71+glb8kweCFnZCqk/TNHKzXORmx++FtG2VshcjtF0gA+dgzYsvvpgTTzyxyWuE6Chy0nQzyW+dQjj+9a9/MXLkSPr06RNtMiBEurUmzRj/PJ075SjdgkWbssNd6qFxZeN05Ahh2SruZOZgyMIftLBV/LVVNX5qG4J4XEa0E0ek+XBimb7HpeMPON1CjPA9McPQyM0xMXUtvPHakZNlkuUyCNmN3UKc+2yNm7/jikQId9Dn8J0/wOl+P3XqVO6++26uu+66Vr6KQrSd1qQZY3X2zdQSzMRRi+0A4hRmxFcTKsAfsKitC0QDnK1A2Tbe+gANMU2DFVDXEGLvAW+0+bAvYGHoGoYOkT3SsY1+83NMdM0p4HDaWVn06ZlNfp4bPTw3V/jol4I8D4bhbIh2aWDqGuiQ5Yrf85XyXLbw/xwuoA0fPpyHHnqIadOmtexFFKKdtXWasbPeWZJ7ZqLVNE3DslXKsvgabyBp3Bew4gJZxJ4DXqyEe2LOCio5iuRnmxh6/DbJLLdJfm5jIIvMrSDPHVfJqGkauk6T989SbpluolP+//3f/zF8+HAGDhzIzJkzUzxSiPRqqzRj4/N1znTjYYPZwYMHD/vggoIC5s6d25bzERlKa6JNR1O/6qTcE5biYq2Ja1vSBDhVB5DDaua1tbW1/PCHP+Tcc8/l8ccfb/7zC9GB2irN2DPPzfRzT2iDGbWPwwazM888s8m+e5qmsWXLFs4444x2m5wQnVl+fj4vvPACgwcPTvdUhGhSW6UZO/sG6sMGs48//rij5iEyROwvNvEdNRSN3RGJuSbVgi11SjLVgkhBUuk94TE94WvZkUqSBLatQD/CTa8WeO2116irq+Piiy9m+PDOdyNciFhSzRgjEAiwZs0a6urqAKdx6hdffMHtt9/erpMTnUdsELOV09kjbixcIRh7G8u2FaauRfeGKeUEMZ8/hC8QwhPe22XZimDQorrWj8vUo+O2UtTVBwkELfoUZEc3Qyug3hckJ8uFEe6Gr2lOJ3zbVmi6FnNcSziGJe4hayL12FS8U+EqEKUUzz33HHV1dXzzm9+UpsGi02vrasbYX04700bqZgWz22+/nV27drF//36GDRvG+++/z+mnn97ecxOdSGxXD2g8lwwFgZAV/QF3KhGdbh++cJGHBoQsm4ZAiKpDPgLhdlORa6prfGzfUxOteMz2GPTIcVNV6yMQdK6taQhyTHEubpcZPuBTo94XwjQ0evfMplePLLLCZ5MpwGVouEyd/JzGgpBI8DVMPVo8EhuQjZhjYlR4i0FiHNQ0jf/5n/+R7vciY8im6Rhbtmzh//7v/7jnnnv4zne+g1KKhQsXtvfcRCeSqmhVKacDR6LInrIITXPSghVV9XHnmCkF2/fUUHnIl/T4+oQzzGxb4Q/aZHuSU4v9+uQmrbI8LpP8nPgOIJqmRU+pjh2LLfePHddjkqF/+9vf+NOf/sSTTz5Jdna2NAsQGaOtqxnjn7vzpB6bFcyKi4sxTZNjjz2WTz/9lIkTJ9LQ0NDecxOi0ygvL2ffvn34/X45xkVklLZKM6aSmHpMZ9qxWcEsJyeHv/zlL5x00kksXbqUr3zlK0cs2xddh1IqWlehYsZCoeRVWTBkU+cPoQHu8CrIthW7y2vZe6CennnuaDrwYK2fz76oRqEoyM/G0J3K2YO1Pg55A/QuyCY3yzkN2jScP/6gFX1egMKeWc79u5g56LqGx607hSM03j/TdS3pWjh8XUhDQwPZ2dlcccUVXHrppZim9BkQmUXSjDF+8pOfsHTpUmbPns1LL73ElVdeKcUf3UB85WJja6eQZUePWYmwlaK2Lr6rR0PAor4hyCdfHCRo2di2orLGh6lrfFFey/Y9NdEWV/W+WnKyXNTWBbBsp8t+RWUd2VkmJw7uRc88p/u9ZSsaAhY9c12cMKhXtEFwpDAkx2OSF20wrEUDlxMAI/vhGud9uED2z3/+k9tuu43nnnuOk08+WQKZyEjtmWZM/lrpy1o067/OY489ljvuuAOARx99tD3nIzqxyBt/YiADaPCHUnb1+Gh7Vdz9M6VgV4WXbXtqokfBRD5dlXDvzFaQm+WiZ64nrqsHwJCSAjzu+E73blMnL9uVdD/LFRvIiAnMTXT1iBg8eDAjRoygX79+4cfJfTKRedozzZgocjr1NWlINTYrmG3YsIHHH3+cQ4cOxf22/pe//KXdJiYyS5MnN6fqCpJ6O1iTJ02nouvJpfWRxyc+xCnwSN7/1pQvvviCY445hsGDB/PMM880faEQGaCj04zp2lzdrGB27733MmPGDIYNG9ai306feOIJXnvtNQDGjBnDHXfcwdq1a1m0aBF+v5+JEydG05Vbtmxh/vz5eL1eSktLWbhwIaZpsmfPHmbPnk1lZSXHHXccixcvJjc3l5qaGn784x+za9cuCgsLefTRRykqKjqKl0CIRv/5z3+YMmUK99xzD1dddVW6pyOEaKZmBTOXy8V3vvOdFj3x2rVreeutt3jllVfQNI3rrruOFStWsHjxYn7/+9/Tv39/brjhBtasWcOYMWOYPXs29913HyNHjmTevHksXbqUmTNnsnDhQmbOnMmkSZN48sknWbJkCbNnz+bRRx+ltLSUX//61yxbtoz7779fUqDtIJKOa/w49RKsqV9xNF2DhObBuu7cY0v6Wqm+fnJGEyCpIXHk8anm4RzlktxFJJUTTzyRH/zgB0yaNOmI1wqRCTrynpnz9dJz36xZweyEE07gk08+adHJuUVFRcyZMwe321neDhkyhB07djB48GAGDRoEwJQpU1i5ciXHH388Pp+PkSNHAjB9+nQee+wxLrnkEjZu3MiTTz4ZHb/yyiuZPXs2q1ev5vnnnwdg8uTJ3HvvvQSDQVwuV/JkRLPFBqvI/410vwDnPlbkXDEt5jpfoLGrh3OdIhCwCQZtbKWcDck4xSPVVQc5sL+CXoV90MObl21bEQgEME0zOmboGh6X4VQ5hr+WrmvRqkddI+7sNMPQ0HUtKeWpbAXG4QPZu+++y/HHH09BQQE/+tGPWv7CCdFJdeQ9M0jdKaQpbVnK36xgtmvXLmbMmMGAAQPi9tgc7p7ZCSc0dlfesWMHZWVlXHXVVXGpwOLiYsrLy6moqIgbLyoqory8nOrqavLy8qJVZJFxIO4xpmmSl5dHVVUVffv2bc63JA4jcihlLMtSBC072pEDnAAUClnsP9gQ7eoRCFoEgjYV1Q1s+/JQ4/MoC5/Px4b3P6PqoBeA6uqDDCw5BjSNBl8QcA7szPK46FuYx0nH9qJXfpbzcKXwuE165roYUlKAaUTOMbPRNI0eeW6y3Gb02pBlo3GYY15ixmpra7nmmms477zzpPu96HKkND9Ga8rwP/vsM2644QbuvPNOTNNk+/btcZ8/XFf+psaboiecbyWOTqrfqBr8objuHeC0sdpXWRd3vVLwn+1VHPIG4q6tqfPzj/UfxO1NC4VC1NTW4nLHp0A0FKcN6xsNWOD8uw/um0ff3rlx15qGTmHPrKTuHW7TOOyRMLHy8/P51a9+1aLMgxCZoqPTjC3RlinJwwazrVu3MmTIEHJzcw93WZM2bdrErbfeyrx585g0aRIbNmzgwIED0c9XVFRQXFxM375948b3799PcXExhYWFeL3eaB+8yDg4q7oDBw7Qr18/QqEQXq+XgoKCo5qn6J42bNhAfX09//3f/80555yT7ukI0S46Os2YSkechXbYYPbQQw/x61//mksuuYT+/fsnHf+xatWqJh+7d+9ebrrpJh555BFGjRoFwIgRI9i+fTs7d+6kpKSEFStWMGPGDAYOHIjH42HTpk2ceuqpLFu2jNGjR+NyuSgtLaWsrIwpU6ZEx8Gpjly2bBk33ngjZWVllJaWyv2yFkhc9cauhBNL5EOWndBr0enqUV3rxx+wMA0d3en+S3Wtn537atDQoqc+27bNzp278dfXopludN35sdMNEzCwLQtN16Obn4/t3zNuVQbgcRv0zPMkFXJ43E00+z3MLbLI9/nQQw9RU1PDN77xDWkaLLqszpBm7Ihy/cMGs23btlFeXs6QIUP4/e9/3+yKMICnn34av9/Pgw8+GB277LLLePDBB7nlllvw+/2MGTOGCRMmALB48WLmz59PXV0dw4YN4+qrrwbg7rvvZs6cOTz11FP079+fhx9+GIBZs2YxZ84cJk2aRH5+PosXLz6qF6C7aaoaMSm44RRxNPhDSZukvfUB9lXWYdkKpZxN1LZts3lbJTv21ka7ejT4g1hBH+9/+BGBQAClbFTQh2a4yC0owpMVaRCssCyLPgU5nPO1Y8jxuOI2OA8qymVAcR56zLEthq6Rl+uO63QfmffhfkRjr/3Nb35DIBCQQCa6tM6QZuyICkdNNfXuhhNIli5dmjQeCWpbtmxp18m1h927dzN27FhWrVpFSUlJuqfT4Q7zz52k3hfCn6Ir/ic7q5PGPt99kI+2V0W7ekS8s34dlhX/HFm5PehR0Dcp6sw472RysuN/gyzs4WHoMQXRI1sieuZ7kgIZOOesJY5FV5yaxrvvvsvy5ctZuHCh3GMVXVrkve7Geb+koLA43dPhoNffrmehHXZltnDhQhYuXMgVV1wRLYMX3UnzA1/kHLOkZ0gZPDW0FCX0hpEcXBLbWDU+Q/PbS8Vet27dOt58801uv/12CgsLm/V4ITJZZ0gzdoRmVTNKIBOZzrZtdF3nlltu4dvf/jb5+fnpnpIQHaIzpBlTaevUo7QBF3FpuOZI1UOxyRVUqnGlnI3MCZ8LWTaJP96RY1ySnoLmd/V47733mD17Nk8//TTHHHOMBDLRrXSGasZUYjdXt0XKUYJZNxcJZLYi7mRlcFKHdrjbh3NtuNhDOY/Tw504QpZNTV0Dh2rqycvNRtc1bCtEwO8j6K1AmbkYLjegAxq2bREMBTFNF7qmYRg6pqFTWx8gN+aema6BhuYENNV4LpkGWCEbw200K6AZhoHL5ZJCD9EtSZpRdEmRN36lVPhP4yrLVk46zrahriEYV47fEAhxsNZPRVVD9Hp/IIi3PsCbG3dw4GA9AFWH6sk1/RzY9wWfbt6IbTvFH3mFJfQoGowntwDD9BAKWViWzcC+BfTrk8+Iof0xTT3cpkojN8vkmH496JHr/EeoAFN3DujMSXHMS6rCj0OHDtGzZ0+++tWv8te//lWOcBHdUmdNM8Zqi5SjBLNuSgsfdJkoZCm89cGk8Z17a/ElnFdWXeun7J+fxlU8BkMW7/97NbXVFXHX+usPkZ3fG01v/JFTSnHK8X0ZPKBX3LxMU+fk43pj6PHBx+02yPYk/8imCmSff/4506ZN495772X69OkSyES31VnTjLFS9XNsaepRgpnokkpKSpg4cSKlpaXpnooQaSVpRtGl2UrFdZx3Tl9W+AOhpGtr6wMcONSArmlke0xnVWfZfLy9gnpfAF1vbObrqztIXU11fFGJptH/mKEU9SmiptZLIOis/AryszimX088LiNuddenIAtXOOUY+U1N15w+jJGCkOj9s4QF1+eff87AgQPJzs7mZz/7Wdu9YEJkqExIM6bS0tSjBLNuRilFyFZxy3kFBAMWdb5g3HjIsvls10HKqxrCQcTpin+wtoG/b9yGPxBCKad7h6ZsKnZ+QOXez8G20HUd27bJLyhm2GnnO90+dJM+7l6EggFOPrYXXxs2ENNwAqHb5fx9fElPPG4jepSLUuB26THpRS3a1d80tLj9ZrW1tUyfPp3zzjtPzrYTIiwT0owRrenhKMGsm7ESAhk4Ac7bkHyf7IvyWvZV1Teea4YTRP76j0+SDtes3Ps5VXs/R4ULPpTttMD66qjJuNyN/yFpmsaJxxbx9eH9krrinzS4V9yRLZqm4TIbV4OxEgMZON3v7733XkaMGNGi10SIriyT0oyt6eEowUw0yU4R+KCJU6JtC5XiWOhULaM0XUu5L01P0Z6qqY7BsYHsk08+wefzMWLECKZNm5byeiG6q0xKM7amqlGCmchoSil+/OMf4/V6+dvf/iZ7yYRIkElpRqXgdys+4pqj2EAtwaybaUGfYWelROpuH4mrM003IlUkceO2bZMYXpqaQ6oVX1P9IVX4iTRN45e//CUNDQ0SyIRIIZPSjHD0qUYJZt1A/Dl0jcEk2v0j3OXDthurGu3w5uXYUGJZFg2+AG7NR71lYug6Cg1l23hye+LJ6Ymv7iAaoBsGuuHiUPV+ehcPjDu6JRSyCARDeNzOvTBNcwJkKGjjNuMDklO5mJxq/OzTz/jb397gBz/4AQMHDmzT10uIriST0oxw9KlGCWbdhK1I2iQdshSBoIU/ZjN0vS+Iz2/xyRfV1Pkay/Qrqw6x7Yu9/Hvz1ugxL25PDobLRc2BXQT99XhyCzE9eWD56dF7AAOHfA3dMPEFQuRkueiVn8UpQ3rTu2cWSoE/EKJXfhZ5OS4GFuVhhNtjOW0bncIPl+ncc4st0zcNjZdffomlS5dy6aWX0qdPn3Z+9YTIXJmUZgSiXX9aSoJZN5AqkAHU1QdIHK7zhfhoWyUhK/4Tb779PpXVNXFjDXUHCTYcxLYbCz8M082xw0eRldsz7lrT0Djrv/pHgxM4K8S+hdn07tn4W6OmaZg65GTFt6zSNA1db2xoPGfOHL797W9LIBPiCCTNKEQns33bNu655x5+8YtfUFhYyIABA9I9JSE6PUkzii4h0lA4sZAjZDk3yDQa03eWrdhd7qWuIYTL1NHDvRErqw9RU1ODUhbQuA/MdGdhuvvhqz2AFQoA4PJko5tubNtC05xrNeArA3uSk+0iFLKj9+qy3AY9cz1JdSOmoaNryaUfe/fu5ZNPPuHAgQNysKYQzZRJaUbZNC1SspWK3t/SwtHMVooGf4hgyEYLN+hVSlFe2cB7n+0nGLKxbIUVsLBti3+9v4WPP9+JbdnhIGaB5sLtyUbTdacTh7uEUKCOnOw88gv7oevO0Sy2bVFcmMt5pw0mN9uFaejR+2L9e+cwqG9+436z8PyyPEbjfrNwNAsEAng8bs4++2z+8Y9/kJWVlY6XU4iMlElpRtk0LZKomEAWoWngCweyWJateOc/+5JK5j/46HO2fLaj8XlUY+EHmha9XtN0ehT0IzevR7RZYuRzF579FdwuI66rR1FBNsf07RFd+UVkeYxogI3M94svdjFz5uXcc889XHDBBRLIhGihTEozyqZp0Xwptm01te/Lsq2kgNikcEPhREZME+LGS5s6lTr5cz179uDYY4+lf//+zZuHECJOpqQZW5NiBAlmopOqqKigd+/e9OzZk+eee07OIxPiKGVKmrE1KUaQYNZlqaaWWyloidUhYbqmp2rq0dRXDP+JDzqWbWOS0J+xiSeMjHpra5k6dSrnnnsuDzzwQHO+uBCiCZmSZmztadMSzLogFW7zFNPqozFWhe+lRVJ6lmUTCFrk5biorQ86dRhKEbIsdC2IHfKD7g5XJSosK8TBfZ/Ro2gwhumCcKAK+P2YLj9ut8fZK2bouEyduoYg2R7TOc4F51wyyw5vjFbxmUllg2443e+/853vcOaZZ3bciyZEF5UpacbWnjYtwayLscOl+HHnktlOAPPWB+M2T3sbAuyu8LL1y0PR62tqa6mt9fKPf75FZVUVALrhwuXJJeirpf5QBaCoP7SPgr4nkNtrALrhBl2nvr4Bn8/PkGP6ctzAAs4eUYLLdCobLduphhzUN5/8HCflEQluuq7hcRns2bMHv9/Pcccdx/XXXw80fX9NCNE8mZJmbC0JZl1MqoKNkGXjrQsmZRLf+WgfDX4rbqyqqpo3Vq3C7w80PqcVxFu5AysUcwq1UtTXVNCjz2CIOebFtm3OKz2GwQN6Rcc0TSMny8XgfskVjC7TiJ4qfeONN0r3eyHaWKakGVNpSepRgpnoFDRN46c//al0vxeijWVKmjGVlhwJI8GsC7HDTXohcnilc//L57cI2Qo9pvS9tj6ArmuYhhbtw2jZNrvLq3Hl9CEY2o9tOadPhwI+vNX7MEw3rqz8cKd7jUGDT6BfSX8qDlTjDzjX9i7IoX9RHoYOVsx2th65blwuHdtqvH+nabC/opy1a9/m4osv5uSTT+6Il0mIbiXT04zNrXKUYNYFKKUIJZwKrQC/36Kmzh8NcLYCK2Sxbc8hKqrq0XBaStm2Ysfu/azdtAV/IIjLnUN+70H46qqo3v0f6msqnMeH/AT9dfQ9ZhhfP2sCWTm56LpJbk4WXm8dI4b2YfTXj8M0def4mPAxMgOL88Ibp0E3NWzbOQrG7dJ56KklLF26lP/+7/+WpsFCtINMTjNC81ONEsy6gMRABs69s4Nef9K12/fWUF5VH3e9bduseuu9uMMxNU2n4WAF9TX7o2X+zt82o8bOwDAaf3R0XWfUiMGcPrwvpqHHPIfGsQN6NLanCjNNcBnOZuoFCxYwc+ZMCWRCtJNMTDMezQZqCWZdlGrihGY7VeBTilRHStt2CKXiW18B6HryPS3D0DD05MrDSEoy1v6K/Tzy8GLuvfdecnJyJL0oRDvKxDTj0WyglmAmOtx77/2bFStWcNVVVzFixIh0T0eILi0T04xHs4FagllXkGIRptF0/8PkMS1lUw4t3FcxsZuIsm20hIrDyN62xOdXMV1BIpu5x40bz9q1a+UYFyE6QKakGaU3YzcVG2AilYMq4XPZHiO6jywSbPJz3FQe8kU751u2TTBkUVxcREXFfjTNSUXaVhAr6CPoq8Fw56JpOqbpQjfdfLl7JwMHHRfdM2YaTlGHaWiN1ZThyslg0Mbw6FRWVnLj9dcxd958SktPpVevxn1oQoj2kylpRunNKMLto5x7X8GQ023DshQu08A0dA56A/j8IXbv9+IPWORkOYdk7tlfw4491Xz0eTm2UmTn98ZbuZu6mv1s/9dfqDu4FwDTnUP/40+jaNBJDD75HAzTReWhevoW5tKnIJuxpYMYWJwHgGU5wTHLY1LcKwc9fH5ZKBikvr6BUDCAy5R9ZEJ0lExJM0pvRhGlaxqBYChuTNM0QiGbHXtr4lpZmabO6ne3UVvnj7vW33CIT99+joC/PjoeCtQz7IzJ5PceFPfcHrfOpeefgMfd+GNkGDpFvbJxu5yAVVdXR05ODgMG9Of111fKhmghOlimpBl75LZu9SjBTLQbr9fLJRfP4Nxzz+WOO+eg6/qRHySEaFOSZhSdVlPHu4QsG8uyw+Xw4a74tmJXeS3VXj+5Wa5o+Xz5gWoq9n6BZmThyemBpmnYtsW+zzdS763CMNxo4eCT36sfuT37oOtatPejpsFJxxZiGnpjl36czdAuUwcUubm5nH3OOZw5alTKwhMhRPuTNKPolFIFMlspGnwhAuGiDhU+b6XyUD3/+mQ/wZCNZSv8AQtTV6x/90Pe+2grVshC0+sINNTgrz/IR6ufJlB/CGUFCYYCeHJ6MPLcqxn69QkYLheggaEo6pXFpWNPpKCHJ1oEopQiP8dFfq6bQwcPEgwGKSoqYv78BSn3nwkhOkampBnlCJhupKkVWb0vFK1OjPAHLdZt3pdUcr9m3fv855NtWOHGicq2CQW9vPvqQ0kbpE86fQonll6IbsT+mGjc+M0RmEb8ZujcbCeQacB1112H1+ulrKwseo9MjnIRIj0yJc3YWhLMuoIUMc62nb6IVkI0C4ZC0UAWfbid3OUDwHB5EgKZIzGQQbgUHydo/fjHP6a+vl4CmRCdQKakGVPpVEfAeL1eLrvsMn75y19SUlLC3Llz2bRpE9nZzot78803c8EFF7B27VoWLVqE3+9n4sSJ3H777QBs2bKF+fPn4/V6KS0tZeHChZimyZ49e5g9ezaVlZUcd9xxLF68mNzc3Pb+dkQTamtreX/TR4wZM4ZRo0alezpCiLBMSTPG6nS9Gd9//33mz5/Pjh07omObN2/mueeeo7i4ODrm8/mYN28ev//97+nfvz833HADa9asYcyYMcyePZv77ruPkSNHMm/ePJYuXcrMmTNZuHAhM2fOZNKkSTz55JMsWbKE2bNnt+e304klL800jbjGwRF6uDgk7lOalrqTo22DskGLr0K0lcJIWG394uHFLF/2MuvWrZOmwUJ0IpmYZux0vRmXLl3K3XffzR133AFAfX09e/bsYcGCBezZs4cLLriAm2++mQ8++IDBgwczaJCzj2nKlCmsXLmS448/Hp/Px8iRIwGYPn06jz32GJdccgkbN27kySefjI5feeWVXTqYJbWUivlY1zWwGj+2bYUG9O7hofKQP3p9yLLIz/GAsgAdp+mVU4nY74Qzqdi6EU1TWKEQbncWuUY9hT3cHKyzsG2Fy9Rxmzr7D/roV5gT/XoacOusHzJt2hQJZEJ0MpmYZux0vRnvv//+uI8rKys588wzo93Sb7jhBl566SVycnIoKiqKXldcXEx5eTkVFRVx40VFRZSXl1NdXU1eXh6macaNd1VNVTDaNtT7Q9FyeYAGf4iKqnr2HqgDNHrle9hTUc3BGi+rVr/NgQNVAGi6ia7r+Ooqqa3cjSe7JwNPHoNdX46pWVz9gwUMOclpAnyw1s/eA15OHNyLCaOOxeMyUEpx6FANv3/2GX542yzyios5pqQ4aZ5yv0yI9MqENGNr+zJCBxeADBo0KLqaArjqqqtYtmwZEyZMSLo2VYPbI413J6GQot4fShrfvPVA9ORocFZtVZWVvLpyNX5/IDqu7BBVez/HCjWO6YaLoaeez6Uzr8btbvzhL8j3MHX0V+J26Guaxvq1/+C3//MUF44fS2lpadw8utu/hxCdVSakGVu7YRo6OJh98skn7Nixg/HjxwPOisM0Tfr27cuBAwei11VUVFBcXJw0vn//foqLiyksLMTr9WJZFoZhRMdFx5o0+SLOOO3rfOUrX0n3VIQQTciENGNrN0xDBwczpRQPPPAAZ555Jjk5Obzwwgt885vfZMSIEWzfvp2dO3dSUlLCihUrmDFjBgMHDsTj8bBp0yZOPfVUli1bxujRo3G5XJSWllJWVsaUKVOi411RqlWoUippXxlAvS8Y7v7ReACnZdl8vmMPCoPYEzh1w6R3ySnUHdwbbSisaRqDjh1Kg19hmCq62TnLbaBpEAhaBP0N3L1gLj+45TaGnTS0yUAW2xVECJE+nSnN2BbpxKZ0aDA76aSTuP7667n88ssJhUKMGzeOyZMnA/Dggw9yyy234Pf7GTNmTDT1uHjxYubPn09dXR3Dhg3j6quvBuDuu+9mzpw5PPXUU/Tv35+HH364I7+VdtfUBulgyKbeHwqfHeakXC3LZleFl8pDPkDDNJx7Wlt37uXV19+mrsGPZrhwZ5lYoQDurBxMTx6appHTozcFxceBbz/njZ9Mfn5PghZU1/jJyzYZdlwhx/TLR9c0QpZi9559vPfvf7Fn13ZOHTGsY18UIUSLdaY0Y1ukE5uiqabeNbuo3bt3M3bsWFatWkVJSUm6p9OkVP8slq2orQ8mjW/78hBVh3xx5fV19T4WP7UUK2FDtOnOwnRlxY3pus7EsaPCrakaV1MnH9uL4V/pjaFr0ZQuQK88nZzs7LiVV2S+shoTonOIvNfNnPUY+QVFR35AB2hJe6qWkg4gmaSJ3zssy07aJxayLHRDTwpmRorO9Y0BKD4QmYaOoWv4fD5+NOsGzvnGuVx+5beTAln8cwghOpPOlGZs7TEvhyPBTByRaRgUFBTSq7Aw3VMRQrRQd0kzSjDrxJz7YjEDTa1+UozrmpbUgxHC3TuSvxKJqzIAv8+H11tLXl4+9z34sKy+hMhAnamasS2qFpsiwawTib1PpqJjhNtPKVAKQ4dIjFLKqVrMdutUx1QPhiwLNJ3ioj7sK9+PrtO4sTp8XeRrmaaBaRjYIT+GJyv6NQ0dnvjZXFxaiCd//WxM02AIBG08bjkxWohMkO40Y3tWMMaSYNYJ2Qk3wJStCFk2IUth6Dq6pvA2BAkEbbZ+eZB6n7N5WtPAW+/nw493sf69rVi2TXZeL4L+OiCEKzsPw3BFnpTcbDdfOaYfXz9lCKZpYNtOyb+ma4weMYBB7qupq/PSMy8LXyCEx2XQM6/xDDMhROeX7jRje6YWY0kw60QUqWs8fAEr7mNN06ipC7B198G4wKcU/O7lf9Lgb6x41HQdd3Z+3CnRznPoTD7/dPJyGisbdV2jX6GbQlct/fvk0n/ihdHP5efmyCGbQmSgdKcZ2zO1GEuCmYiz9NknWfv3Mlb9fQ29e0vTYCEyXbrTjO1ZwRhLglknk3g8i52Yc8Qp4mjwh8j2mNT7QtH7a9U1DZieXEy7nlDQ6bmolMLnrcIO+cnuURw9bLNnfg49cjxouoYV8zWuve5GJo8bHRfIIgdvSlcPITKPpBlFh4vu9tKcIBYI2UnBzFsfZHeFl5Btk+Vx4XabHKzxsfaDXXy8/QC66SE3z41lBTlYuQdv5W6UHQIU/vpD9Cjsz+izTmPEyYMxDN0p6AgEeO+dVfz41uvIy3FjnDoUgJBlo2saLjN5b5oQIjNImlF0uNhVTyBkJQWyQNBix96auA3SuqaxLhzIoisszenkcahie8JNOMUZI49n5LDB0epEgH+vf5Pf/+pBpowt5Ywzz4yOu0w9fJinrMaEyFTpSDN2VAVjLAlmGcROKKuP8AWtuFQhgLKtlNfmZGfFBTKAUf89kakXnMbpZ5weN65JIBMi46UjzdhRqcVYEsy6KSsUYtmffsnYSZfRu08Rpaedlu4pCSHaQTrSjB2VWowlwayzStmHMfXBpCnvaDVxiKll2SilqNi3i3V/X8HAQUM4+9wLUzUACU9Dij6EyGTpSDMqBb9b8RHXtFNT4VQkmHUiscFHN3TsmDPLbFuha+Bx6/gCdvR6y1IMKO7B1i8PYtu2EwPtELYVxFd7AHdOAYZuoAC3y0Wd9yAel86AQcfxk58/T0FhH3Rdo7YuQM88T8J8mu6gJYTIDOmqZuzoVKMEs05EKVAoAkE7bmEWCtkc9Po56PWjaRoet07VIR/ehiB/e2cHFdX16Lpz+GZ9bRXl2//Njg/fxLZC6KabE/7rbHr36cc1l01m+Z9+xdYig9POPp8st0n/PjkMP643pqmjlIpuwtY16YQvRFeQrmrGjk41SjDrRCw7/gTpSDDZWV4TF9x0TeOLfTX8beNOQuHrNU3DMAzeLXsi3L7KYYcCDOylM2f2dShlU3mgggMHKsjNdnHqScW4XUbc1zMkfgnRpaRr03RHpxolmHUDSimCwSB5+fks+vmvMEz5Zxeiu0jnpumOTDXKu1onoZSzKrNt5XTcCK/K6n1BvPVB3C4junnZsmz+8/luag5Wk5WTjx4+cDMUDNB/6FlUfbkFb9VuwOm36K3cxeM/+wlz7vl5NJC5TF16LQrRDaRz03RHpholmHUCIcvGF7CiqUSlQFkWuyq8HDjUgFIQCNm4TJ29FQf5U9m7eOv9hCyb+vo6cvN6EAr4qPceoqDvEHoUDabh4F56auX8/MG7+eeaN2loaODYAQVU1jSQ4zEp7pUTPVpG7o0J0XWlK83Y0RunJZilmWUrGvxW0vi2PTUcqvPH3Ss7UF3Hr5a+lXToZk31flB2tBpS1036lgzhwVk/YPDgYxjyle9Grx3QJw+PS5cAJkQ3IdWMokOk2gsGELTspK1m/kAI09CTgpmuaUkdQMo/Wc3l33qKFa+9Edc0WKoUhehepJpRZLTi477O+dPGyDEuQnRz7ZVmTEf/xcORYNaBUt2famqNlGpc00halUWeN/J3fdV2cnt/BU9ub7597dXNnocQomtqrzRjOvovHo4Es3aWmEaMfBzbBFiDaCd8Z+OyIsttUlMXQA9XHIYsC4/bJC8vi4OH6qPnnhmGzoB+/ThUU8OuT9az76PXOPb0mdj5QzhQXUv/ooK4r5/qfDQhRNfVXmnGdPRfPBwJZmkSKcUPWQpddwJbQ8AiELD4+Itq6hqCgFNCHwqF+Nd/vuCtTduwbBs0nSyPicdtcubXhtKnVw+UUnw2ZCDrcnP51sWT+O7FZ5PlcWHbCl/ACgdIA9OQs8mE6E7aOs3Y2dKLERLM0iSxglHTNCqq6tn65aG48WDI5onnVhOy4juDDOpfROlXj0PTNN5+40W+fvZEhg4ZzD0/+DlZ7sZ/Vl3XyMmSf2Yhuqu2TjN2tvRihLzLZbh9X27jjWW/xXS5OeO/p6Z7OkKITqat04ydLb0YIcGsHTVVdm/bKu4+WWSs6lADlmWj642HYh7y+snL70ldXR3BYABwVltnfLWEE4/rjcs0+P5dT1HcfzD5OS5JIwoh4rQ2zdhZ04qJJJi1k1SBTClFyLKx7fDRKuFLDhxq4MPPDxAIt7Oybad7/UfbD7B110GysnPxZOUQ8Pso6mnwg0vP5A/PLKG3+xtccMYoPuyTS79e2Qwf0hsjfP9NqhWFEND6NGNnTSsmkmDWDprcCB2K3witaVBbH2DTlgrshMe8s3kP5VX10c3QmqbRr6iAu649A7+vnnVr/4lhGpx11jl8Y0R/PG4DQ5dVmRAiXmvTjJ01rZhIgllHShHjgiEbXQc7oaNVIGQndfVwu3SCIYu8vHx+9/xScnJyAac8XwKZECKVo00zZkp6MUKCWYZQSvH+6j/w0LZXuXvhfeTm5qV7SkKIDHC0acZMSS9GSDDrQKmSj5oGzd3HrOkGLtNIvh+mpKuHECK1o00zZkp6MUKCWQeI3EMzDA3LaoxcluUc66Kh4oKRbSsG9+vBIa9zzEvAV09uXh7Hnz6DW64sTQpawZCF2yVpRiFEspakGTMttRhLglk7iAQbpZwgpQBnz7OGpjvjfr/Fp7uq+XhnNbZyutmbho5tKbbvq6XBH2JAUT4b33yB7ZvXcMe9v+TKKafidhnhY2NC2Arys13RQzuFECJRS9KMmZZajCXBrB1p4aNZbBU/pmkay/75Wdy1toJ9VfUcOOiLu/YrJ5dy5skFfHtaafREaUPXyM9xoWuapBaFEIfVkjRjpqUWY0kw66Sq9u2gsN+x9BlwPPO+c1k0kAkhREu0JM3YI7fjD/FsKxLM2lFkk7RSxHX1qPH6nUM27fh9ZyVFufTpkUXZX5fzj2VPMPGaexn21a+l7Ooh6zEhRHNImlG0imXZBIJ2tILRshS2stmyvYod+2oxDR1D17BthdulM7hfPqaho5TimGsvxa35uHLGBZw9YkA0mCkFtlIYuoQyIUTzSJpRHDXLVviDyYdovrN5H1W1/uiZYpqmkZ1lcGy/fHRdY82qlYw651wKeuTx6ANz6JHrxohblSmM8OpO7pUJIZrjcGnGTK5eTNSuN2K8Xi+TJ09m9+7dAKxdu5YpU6Ywbtw4Hnnkkeh1W7ZsYcaMGYwfP5677rqLUCgEwJ49e7jiiiuYMGEC3//+96mrqwOgpqaG66+/nokTJ3LFFVewf//+9vw2Wq6Jdlb+oJV0OGZklbX1s4956P/N4a+vLgXA5dITAllj8YgEMiFEc+3YW8Nnuw6m/LNjb226p9dm2i2Yvf/++1x++eXs2LEDAJ/Px7x581iyZAllZWVs3ryZNWvWADB79mwWLFjA66+/jlKKpUudN/SFCxcyc+ZMVq5cySmnnMKSJUsAePTRRyktLeW1117jkksu4f7772+vb6PDDDnhJBY98j9cNH1muqcihOhCCntk0acgO+WfTE4rJmq3YLZ06VLuvvtuiouLAfjggw8YPHgwgwYNwjRNpkyZwsqVK/nyyy/x+XyMHDkSgOnTp7Ny5UqCwSAbN25k/PjxceMAq1evZsqUKQBMnjyZf/zjHwSDwfb6VtrVm6+9xNbPPwZgxNdOwzAM5xPN7AoihBCH0yPXTa98D73yPRzbP58fzvx69M+3Jw9P9/TaTLvdM0tcLVVUVFBUVBT9uLi4mPLy8qTxoqIiysvLqa6uJi8vD9M048YTn8s0TfLy8qiqqqJv377t9e00W1NHvygFx/TL5+Md1djhj4P+ev721z/hO7SHoSfeFc1Oahp46wPkZrskpSiEaJXYasZMrlY8kg4rAEn1Jq9pWovHm5LufViR+QZDNqGYllUhyyYYsthV7sUXsBhYlMshb4A6X4gTTxjAir/8heLiIkIW7D3gRSkY1C+f3CxXur4VIUQXElvN2JXSiok6LJj17duXAwcORD+uqKiguLg4aXz//v0UFxdTWFiI1+vFsiwMw4iOg7OqO3DgAP369SMUCuH1eikoKOiob6VJDX4raayiuoEDBxuiH2uaxltvvExBLkz5xm3RcdOEISUFGLoUeAgh2k6kmrErVS6m0mHLmREjRrB9+3Z27tyJZVmsWLGC0aNHM3DgQDweD5s2bQJg2bJljB49GpfLRWlpKWVlZXHjAGPGjGHZsmUAlJWVUVpaisuVGSsZpRQ7tn3Kli1bsKzk4CeEEG0pUs3YlSoXU+mwlZnH4+HBBx/klltuwe/3M2bMGCZMmADA4sWLmT9/PnV1dQwbNoyrr74agLvvvps5c+bw1FNP0b9/fx5++GEAZs2axZw5c5g0aRL5+fksXry4o76NJoUsm0DQwjR19JhGw4aukZtlUucLEQwGcblc3H7nPQw7rldjsUeYLMiEEG0tkmbsyilGAE2lujnVhe3evZuxY8eyatUqSkpKWv18tlLU+UL4A42rLNPQQEG9L4gdPmvspRf+wCt/fpFf//ZZTji2P5EmHrZyjnwxjcZIJmlGIURrRd7rbpz3SwYfU9KlU4wgHUBaraYuEFfwARAIOqu0CE3TKBk0iBOHDuHYAb3j2lHpKHRDunoIIdrHjr01KFfXTjGCBLNWS+zoAfGVmxUV5RQX92XU2aOZNmU8LjMxtSgBTAjRfgp7ZHX5FCN0YAFId7Tqjde4+KIL2Pzh++meihCimyopyu1Sm6ObIiuzZohdabVkJVV6+ihmfOsKhp54cvh52nxqQghxWLv316V7Ch1CVmZHkFgfE/nY6eqhyMlK/n3gvX9tRNcUPXsWMOuHd+J2u9EAX8BKuRlcCCHaS8+8zD1wsyUkmB1GU4FHKYUCQpZC13Xyc1y4TGfF9vmnW/jut69g+Ut/oGeuG0PXMA2Nol7Z9Mh1yz0yIUSHuvi8rl3FGCFpxqMQslRcH2BN08hym3hMxcj/+io///kjTJg4EZepU1SQjWnK7wxCCNGe5F22jZT9dQVffPEFAFOnfROPJyvNMxJCiO5DglkLRVKMsWpra7n7Jwt44vFfJF2vaU2nK4UQQrQNSTO2gK0Ulp08XtCzBy+99BIlJSV43AYhy8a2FS7TkBZVQgjRASSYHYYW02MxVSD7y6vL8TXUM3PmTIYOHRodNw0dDNkQLYQQHUXSjM3gBKX4wKSUYvnyZbzyyivYtp10vQQyIYToOLIyOwpKKTRN48klv0RTVlL3eyGEEB1LVmYt9FpZGdd++xoaGhrweDzk5uame0pCCNHtSTBrJl1zEo31DfXU1ddFD9a0bSXVikIIkWaSZmwmTdNwmRqXXnIJ3/zmdHRdxzS06EGcQggh0keCWQvputPtQwghROchaUYhhBAZT4KZEEKIjCfBTAghRMaTYCaEECLjSTATQgiR8SSYCSGEyHgSzIQQQmQ8CWZCCCEyngQzIYQQGU+CmRBCiIwnwUwIIUTGk2AmhBAi40kwE0IIkfG6Xfv3yDlk+/btS/NMhBDi6PTr1w/T7HZv34fV7V6N/fv3A3DFFVekeSZCCHF0Vq1aRUlJSbqn0aloqpsdk+zz+di8eTNFRUUYhpHu6QghRIs1Z2UWCoXYt29ft1nFdbtgJoQQouuRAhAhhBAZT4KZEEKIjCfBTAghRMaTYCaEECLjSTATQgiR8SSYCSGEyHgSzIQQQmQ8CWYJHnroIebMmQPAli1bmDFjBuPHj+euu+4iFAoBsGfPHq644gomTJjA97//ferq6gCoqanh+uuvZ+LEiVxxxRXRbiOt9eabbzJ9+nQmTJjAfffdB8DatWuZMmUK48aN45FHHole29I5t4Xly5czadIkJk2axEMPPXRU82jr187r9TJ58mR2794NtN3r1RbzTJzbCy+8wOTJk5kyZQpz584lEAh0mrlFPP/881x11VXRj1s6h0AgwOzZs5k4cSLf/OY32bp1a6vn9u9//5tvfetbTJo0iR/+8Idpfd1Sze+tt97ioosuYvLkydxxxx3R+aXjtesWlIhau3atOuOMM9Sdd96plFJq0qRJ6t///rdSSqm5c+eq559/Ximl1PXXX69WrFihlFLqiSeeUD/96U+VUkotXLhQ/epXv1JKKfXKK6+oWbNmtXpOX3zxhTrnnHPU3r17VSAQUJdffrlavXq1GjNmjPriiy9UMBhU1157rVq9evVRzbm16uvr1WmnnaYqKytVMBhUF198sXr77bfT+tq99957avLkyWr48OFq165dqqGhoc1er9bOM3Fu27ZtUxdccIGqra1Vtm2rO+64Qz3zzDOdYm4Rn332mfrGN76hrrzyyuhYS+fwm9/8Ri1YsEAppdSGDRvUxRdf3Kq51dbWqrPPPltt2bJFKaXU7bffHn190vGzl+q1Gz16tPr888+VUkrdcsstaunSpUc1j9a+dt2FBLOw6upqdckll6hnnnlG3XnnnWr37t1q7Nix0c9v3LhRXXXVVSoQCKivfe1rKhgMKqWU2rNnjzrvvPOUUkqde+65as+ePUoppYLBoPra176mAoFAq+b19NNPqwceeCD68b59+9Q777yjrr766ujYK6+8oubMmXNUc26t2tpadeqpp6rdu3erhoYGNW3aNPXOO++k9bWbN2+e2rhxozr33HPVrl272vT1au08E+e2e/du9fbbb0c//5vf/Ebdf//9nWJuSinl9/vV5Zdfrl566aVoMDuaOVx55ZVq48aN0a81duxY9eWXXx713FauXKluuumm6OcrKytVRUVF2v67TfXanX322eq9995ToVBIXX/99Wr58uVpee26i67fsKuZfvKTn3D77bezd+9eACoqKigqKop+vqioiPLycqqrq8nLy4v2OouMJz7GNE3y8vKoqqqib9++Rz2vnTt34nK5+O53v8v+/fs599xzOeGEE+LmVlxcTHl5+VHNubXy8vKYNWsWEydOJCsri9NPPx2Xy5XW1+7++++P+zjxdWnN69XaeSbObeDAgQwcOBCAqqoqnn/+eRYtWtQp5gbw85//nBkzZsQ1tT2aOaT6fvbt28eAAQOOam47d+4kJyeHm266iS+++ILS0lLmzJnDf/7zn7T87KV67e655x6uuuoq8vLyKCkpYcKECWl57boLuWcGvPjii/Tv359Ro0ZFx1SKlpWapjU53hRdb91LbFkW69at42c/+xlLly7lww8/TLqfcaS5tXTOLfHxxx/z8ssv8/e//5233noLXdd5++2322QerX3tIlr6uqRjnuXl5VxzzTXMmDGDM844o1PM7e2332bv3r3MmDEjbryt5tCauVmWxVtvvcWcOXNYtmwZDQ0N/PrXv+4Urxs4p3MsXryYFStW8NZbbzFixAgWLVrUKV67rkpeEaCsrIy3336bqVOn8thjj/Hmm2/y4osvcuDAgeg1+/fvp7i4mMLCQrxeb/RctMg4OL/xRx4TCoXwer0UFBS0am59+vRh1KhRFBYWkpWVxdixY3n77bfj5lZRUUFxcTF9+/Zt8Zxb66233mLUqFH07t0bt9vN9OnTeeeddzrFaxeR+Lq05vVqj3lu3bqVyy+/nG9+85vcdNNNKeecjrmtWLGCzz77jKlTpzJ//nw2b97MbbfddlRzKC4ujiusaO3PYJ8+fRgxYgSDBg3CMAwmTpzIBx980CleN4B3332XoUOHcswxx6DrOt/61rfYsGFDp3jtuioJZsAzzzzDihUrWL58ObfeeivnnXceixYtwuPxsGnTJgCWLVvG6NGjcblclJaWUlZWFjcOMGbMGJYtWwY4AbK0tBSXy9WquZ177rm89dZb1NTUYFkW//znP5kwYQLbt29n586dWJbFihUrGD16NAMHDmzxnFvrpJNOYu3atdTX16OU4s033+T000/vFK9dxIgRI9rs9WrreXq9Xr773e8ya9Ysrr322uh4Z5jbokWLeO2111i+fDn33Xcfp5xyCo8++uhRzWHMmDEsX74ccN7oPR5Pq9Jk55xzDh999FH0tsDf//53hg8f3ileN4ChQ4fywQcfRIPTqlWr+OpXv9opXrsuKw336Tq1l19+OVrNuGXLFjVjxgw1YcIE9cMf/lD5/X6llFK7d+9WV155pZo4caK69tpr1cGDB5VSThHJDTfcoC688EJ16aWXxlWEtcaLL76oJk2apMaNG6cWLlyoLMtSa9euVVOmTFHjxo1T999/v7Jt+6jm3BZ+9atfqfHjx6vJkyeruXPnKp/P1yleu9ib8W31erXVPCNze+aZZ9Tw4cPVRRddFP3z6KOPdoq5xVq/fn1cNWNL5+Dz+dQdd9yhLrzwQjVt2jS1efPmVs/t73//u7rooovU+PHj1W233abq6+uVUun97zZ2fn/+85/VxIkT1eTJk9VNN92kKisrj2oebfXadXVynpkQQoiMJ2lGIYQQGU+CmRBCiIwnwUwIIUTGk2AmhBAi40kwE0IIkfEkmAnRDHPmzOHpp58GYOrUqdTU1FBbW8vVV1+d5pkJIQCkN6MQLRTZwLp7924+/PDDNM9GCAESzEQ3VVdXx9y5c9m5cye6rjN8+HAmTZrE4sWL6du3L7t27SIrK4sHH3yQIUOGxD32xBNPZN26dcydOxefz8fUqVP585//jGEYKb/W/v37ufPOO6murgacTg+33XYb4PQF/eMf/4ht2xQUFLBgwQKGDBlCXV0d9913H//6178wDIPzzz+f22+/vc16agrR1UiaUXRLb7zxBnV1dSxfvpyXXnoJcFZa//nPf7j22mv5y1/+wvTp05k9e3aTz7Fo0SKysrJYvnx5k4EMYOnSpZSUlPDKK6/w/PPPs3PnTmpra9mwYQPLli3j+eefZ9myZVx33XXccsstADz22GP4/X7KyspYtmwZ//rXv9iwYUPbvghCdCGyMhPd0qmnnsojjzzCVVddxVlnncU111xDVVUVJ510EqWlpQDMmDGDe++9N7qiOlrf+MY3uP7669m7dy9nnXUWP/rRj8jPz2f16tXs3LmTyy67LHrtoUOHOHjwIGvXrmXu3LkYhoFhGDz33HOtmoMQXZ0EM9EtDRo0iDfeeIN33nmH9evX853vfIf58+cnrbCUUodddTXHf/3Xf7Fq1SrWrVvH+vXrueSSS3jyySexbZupU6dGV3+2bVNRUUHPnj0xTTMupbh3716ysrLo1atXq+YiRFclaUbRLf3hD39g7ty5nHPOOcyePZtzzjmH559/no8//piPP/4YgBdeeIGvf/3r9OjRI+VzmKaJZVkpz6iKtXjxYpYsWcL555/PXXfdxfHHH8+OHTs4++yz+etf/0pFRQUAf/zjH7nmmmsAGDVqFK+88gq2bRMIBLj11lvZuHFjG74CQnQtsjIT3dK0adPYsGEDF154IdnZ2QwYMICrr76aXbt28eijj/Lll19SWFjIT3/60yafo6ioiGHDhjFx4kT++Mc/Nrlquuaaa5gzZw6TJ0/G7XZz4oknRv//9773Pa699lo0TSMvL48nnngCTdO4+eabuf/++5k6dSqWZXHhhRcybty49no5hMh40jVfiLB33nmH//f//h8rVqxI91SEEC0kKzMh2sDMmTOpq6tL+bnnn3+evLy8Dp6REN2LrMyEEEJkPCkAEUIIkfEkmAkhhMh4EsyEEEJkPAlmQgghMp4EMyGEEBlPgpkQQoiM9/8BnCi6dtIeiSsAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style('white'):\n",
    "    g = sns.jointplot(x='split_sec', y='final_sec', data=data, kind='hex')\n",
    "    g.ax_joint.plot(np.linspace(4000, 16000),\n",
    "                    np.linspace(8000, 32000), ':k')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dotted line shows where someone's time would lie if they ran the marathon at a perfectly steady pace. The fact that the distribution lies above this indicates (as you might expect) that most people slow down over the course of the marathon.\n",
    "If you have run competitively, you'll know that those who do the opposite—run faster during the second half of the race—are said to have \"negative-split\" the race.\n",
    "\n",
    "Let's create another column in the data, the split fraction, which measures the degree to which each runner negative-splits or positive-splits the race:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>split</th>\n",
       "      <th>final</th>\n",
       "      <th>split_sec</th>\n",
       "      <th>final_sec</th>\n",
       "      <th>split_frac</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>33</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:05:38</td>\n",
       "      <td>0 days 02:08:51</td>\n",
       "      <td>3938.0</td>\n",
       "      <td>7731.0</td>\n",
       "      <td>-0.018756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>32</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:06:26</td>\n",
       "      <td>0 days 02:09:28</td>\n",
       "      <td>3986.0</td>\n",
       "      <td>7768.0</td>\n",
       "      <td>-0.026262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:06:49</td>\n",
       "      <td>0 days 02:10:42</td>\n",
       "      <td>4009.0</td>\n",
       "      <td>7842.0</td>\n",
       "      <td>-0.022443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>38</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:06:16</td>\n",
       "      <td>0 days 02:13:45</td>\n",
       "      <td>3976.0</td>\n",
       "      <td>8025.0</td>\n",
       "      <td>0.009097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:06:32</td>\n",
       "      <td>0 days 02:13:59</td>\n",
       "      <td>3992.0</td>\n",
       "      <td>8039.0</td>\n",
       "      <td>0.006842</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age gender           split           final  split_sec  final_sec  \\\n",
       "0   33      M 0 days 01:05:38 0 days 02:08:51     3938.0     7731.0   \n",
       "1   32      M 0 days 01:06:26 0 days 02:09:28     3986.0     7768.0   \n",
       "2   31      M 0 days 01:06:49 0 days 02:10:42     4009.0     7842.0   \n",
       "3   38      M 0 days 01:06:16 0 days 02:13:45     3976.0     8025.0   \n",
       "4   31      M 0 days 01:06:32 0 days 02:13:59     3992.0     8039.0   \n",
       "\n",
       "   split_frac  \n",
       "0   -0.018756  \n",
       "1   -0.026262  \n",
       "2   -0.022443  \n",
       "3    0.009097  \n",
       "4    0.006842  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['split_frac'] = 1 - 2 * data['split_sec'] / data['final_sec']\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Where this split difference is less than zero, the person negative-split the race by that fraction.\n",
    "Let's do a distribution plot of this split fraction (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(data['split_frac'], kde=False)\n",
    "plt.axvline(0, color=\"k\", linestyle=\"--\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "251"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(data.split_frac < 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Out of nearly 40,000 participants, there were only 250 people who negative-split their marathon.\n",
    "\n",
    "Let's see whether there is any correlation between this split fraction and other variables. We'll do this using a `PairGrid`, which draws plots of all these correlations (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 769.975x720 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(data, vars=['age', 'split_sec', 'final_sec', 'split_frac'],\n",
    "                 hue='gender', palette='RdBu_r')\n",
    "g.map(plt.scatter, alpha=0.8)\n",
    "g.add_legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like the split fraction does not correlate particularly with age, but does correlate with the final time: faster runners tend to have closer to even splits on their marathon time. Let's zoom in on the histogram of split fractions separated by gender, shown in the following figure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(data.split_frac[data.gender=='M'], label='men', shade=True)\n",
    "sns.kdeplot(data.split_frac[data.gender=='W'], label='women', shade=True)\n",
    "plt.xlabel('split_frac');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The interesting thing here is that there are many more men than women who are running close to an even split!\n",
    "It almost looks like a bimodal distribution among the men and women. Let's see if we can suss out what's going on by looking at the distributions as a function of age.\n",
    "\n",
    "A nice way to compare distributions is to use a *violin plot*, shown in the following figure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"gender\", y=\"split_frac\", data=data,\n",
    "               palette=[\"lightblue\", \"lightpink\"]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look a little deeper, and compare these violin plots as a function of age (see the following figure). We'll start by creating a new column in the array that specifies the age range that each person is in, by decade:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>split</th>\n",
       "      <th>final</th>\n",
       "      <th>split_sec</th>\n",
       "      <th>final_sec</th>\n",
       "      <th>split_frac</th>\n",
       "      <th>age_dec</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>33</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:05:38</td>\n",
       "      <td>0 days 02:08:51</td>\n",
       "      <td>3938.0</td>\n",
       "      <td>7731.0</td>\n",
       "      <td>-0.018756</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>32</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:06:26</td>\n",
       "      <td>0 days 02:09:28</td>\n",
       "      <td>3986.0</td>\n",
       "      <td>7768.0</td>\n",
       "      <td>-0.026262</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:06:49</td>\n",
       "      <td>0 days 02:10:42</td>\n",
       "      <td>4009.0</td>\n",
       "      <td>7842.0</td>\n",
       "      <td>-0.022443</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>38</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:06:16</td>\n",
       "      <td>0 days 02:13:45</td>\n",
       "      <td>3976.0</td>\n",
       "      <td>8025.0</td>\n",
       "      <td>0.009097</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>0 days 01:06:32</td>\n",
       "      <td>0 days 02:13:59</td>\n",
       "      <td>3992.0</td>\n",
       "      <td>8039.0</td>\n",
       "      <td>0.006842</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age gender           split           final  split_sec  final_sec  \\\n",
       "0   33      M 0 days 01:05:38 0 days 02:08:51     3938.0     7731.0   \n",
       "1   32      M 0 days 01:06:26 0 days 02:09:28     3986.0     7768.0   \n",
       "2   31      M 0 days 01:06:49 0 days 02:10:42     4009.0     7842.0   \n",
       "3   38      M 0 days 01:06:16 0 days 02:13:45     3976.0     8025.0   \n",
       "4   31      M 0 days 01:06:32 0 days 02:13:59     3992.0     8039.0   \n",
       "\n",
       "   split_frac  age_dec  \n",
       "0   -0.018756       30  \n",
       "1   -0.026262       30  \n",
       "2   -0.022443       30  \n",
       "3    0.009097       30  \n",
       "4    0.006842       30  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['age_dec'] = data.age.map(lambda age: 10 * (age // 10))\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "men = (data.gender == 'M')\n",
    "women = (data.gender == 'W')\n",
    "\n",
    "with sns.axes_style(style=None):\n",
    "    sns.violinplot(x=\"age_dec\", y=\"split_frac\", hue=\"gender\", data=data,\n",
    "                   split=True, inner=\"quartile\",\n",
    "                   palette=[\"lightblue\", \"lightpink\"]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see where the distributions among men and women differ: the split distributions of men in their 20s to 50s show a pronounced overdensity toward lower splits when compared to women of the same age (or of any age, for that matter).\n",
    "\n",
    "Also surprisingly, it appears that the 80-year-old women seem to outperform *everyone* in terms of their split time, although this is likely a small number effect, as there are only a handful of runners in that range:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(data.age > 80).sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Back to the men with negative splits: who are these runners? Does this split fraction correlate with finishing quickly? We can plot this very easily. We'll use `regplot`, which will automatically fit a linear regression model to the data (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.lmplot(x='final_sec', y='split_frac', col='gender', data=data,\n",
    "               markers=\".\", scatter_kws=dict(color='c'))\n",
    "g.map(plt.axhline, y=0.0, color=\"k\", ls=\":\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Apparently, among both men and women, the people with fast splits tend to be faster runners who are finishing within ~15,000 seconds, or about 4 hours. People slower than that are much less likely to have a fast second split."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "jupytext": {
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